{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Entanglement Verification\n",
        "\n",
        "\n",
        "## Introduction to the GHZ state \n",
        "\n",
        "**The Greenberger-Horne-Zeilinger (GHZ)** State is a $n$-qubit entangled state best defined by the following state vector:\n",
        "\n",
        "$$ |{\\rm GHZ} \\rangle = \\frac{|0 \\rangle ^{\\otimes n} + |1 \\rangle ^{\\otimes n}}{\\sqrt{2}} , n > 2$$\n",
        "\n",
        "Characterization of the GHZ state is very useful in assessing multi-qubit interactions, whose robustness is key to developing large scale quantum computers. \n",
        "\n",
        "## Characterizing a quantum state\n",
        "\n",
        "Any mixed quantum state can be identified by a density matrix, defined as $\\rho = \\sum_{i} p_i |\\psi_{i} \\rangle \\langle \\psi_{i}|$, where $|\\psi_{i} \\rangle$ are the pure quantum states forming the mixture and $0 < p_i \\le 1$,  $\\sum_{i} p_i = 1$ are the classical probabilities to be in state $|\\psi_{i} \\rangle$. We denote the pure density matrix of an ideal GHZ State by $\\rho_{p} \\equiv |{\\rm GHZ} \\rangle \\langle {\\rm GHZ}|$. We want to see how close this matrix is to the density matrix of a GHZ State as produced in an experiment, $\\rho_{T}$. One method to quantify this similarity is to calculate the fidelity between the states, $F(\\rho_{p},\\rho_{T})$\n",
        "\n",
        "$$F = \\Big[ Tr \\sqrt{\\sqrt{\\rho_{p}}\\rho_{T}\\sqrt{\\rho_{p}}} \\Big] ^{2}$$\n",
        "\n",
        "The aim of this tutorial is two-fold: we will explore ways in which we can characterize the GHZ state, and ways in which we can use Ignis' error mitigation tools to increase readout fidelity, regardless of characterization method\n",
        "\n",
        "Before we go further, let us import everything we will need from basic Qiskit:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit import IBMQ, execute\n",
        "from qiskit import Aer\n",
        "from qiskit import QuantumRegister\n",
        "from qiskit.providers.ibmq import least_busy\n",
        "from qiskit.tools.monitor import job_monitor\n",
        "from qiskit.circuit import Parameter\n",
        "from qiskit.providers.aer import noise\n",
        "from qiskit import quantum_info\n",
        "from qiskit import visualization\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "%matplotlib inline"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "The next two functions are from ignis. The first is for the general error mitigation technique, and the second is specifically for quantum tomography"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit.ignis.mitigation.measurement import (complete_meas_cal, tensored_meas_cal,\n",
        "                                                 CompleteMeasFitter, TensoredMeasFitter)\n",
        "from qiskit.ignis.verification.tomography import state_tomography_circuits, StateTomographyFitter"
      ],
      "outputs": [],
      "execution_count": 2,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "The following import from the `entanglement` package contains information needed to create, parallelize and analyze GHZ State circuits"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit.ignis.verification.entanglement.parallelize import *\n",
        "from qiskit.ignis.verification.entanglement.linear import *\n",
        "from qiskit.ignis.verification.entanglement.analysis import Plotter"
      ],
      "outputs": [],
      "execution_count": 3,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Preparing a GHZ State\n",
        "\n",
        "Let us first go over how to prepare a GHZ State:\n",
        "\n",
        "Say we have a system of $n$ qubits, all prepared in the $|0\\rangle$ state:\n",
        "\n",
        "$$|\\psi \\rangle = |00...0\\rangle$$\n",
        "\n",
        "We apply a Hadamard gate to the first qubit: $|0\\rangle \\longrightarrow \\frac{1}{\\sqrt{2}}(|0\\rangle + |1\\rangle)$. Our state now looks like:\n",
        "\n",
        "$$|\\psi \\rangle = \\frac{|00...0\\rangle + |10...0\\rangle}{\\sqrt{2}} $$\n",
        "\n",
        "Applying on this state a sequence of $n-1$ CNOT gate between the $n^{th}$ and $(n+1)^{th}$ qubits for $n = 0 \\ldots n-1$ leaves the $n+1$ qubit at $|0\\rangle$ if the $n^{th}$ is in $|0\\rangle$, and at $|1\\rangle$ if the $n^{th}$ is in $|1\\rangle$, thus creating the GHZ State:  \n",
        "\n",
        "$$|GHZ \\rangle = \\frac{|00...0\\rangle + |11...1\\rangle}{\\sqrt{2}} \\equiv \\frac{|0 \\rangle ^{\\otimes n} + |1 \\rangle ^{\\otimes n}}{\\sqrt{2}}$$\n",
        "\n",
        "The following function creates this \"linear\" circuit that can measure the GHZ state:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qn = 5 #creating a 5 qubit GHZ state\n",
        "circ_simple = get_ghz_simple(qn,measure=True)"
      ],
      "outputs": [],
      "execution_count": 4,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_simple.draw(output='mpl')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
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\n",
            "text/plain": "<Figure size 840.392x385.28 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 5,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Characterization, Part I\n",
        "\n",
        "### Multiple Quantum Coherence (MQC)\n",
        "\n",
        "Multiple Quantum Coherence (MQC) works by taking the preliminary preparation of an $n$ qubit GHZ State, and rotating each of the qubit states around the z axis by a phase $\\phi$. After that, we apply a X gate, i.e., a $\\pi$ pulse around the x axis. Then, we apply the inverse of the operations we originally applied to get the GHZ state. In an ideal situation the final state is $|\\psi \\rangle = \\frac{|0 \\rangle ^{\\otimes n} + e^{i n \\phi}|1 \\rangle ^{\\otimes n}}{\\sqrt{2}}$. We can ideally observe the phase collected by projecting $|\\psi \\rangle$ onto the state $|0 \\rangle ^{\\otimes n}$. This technique is reminiscent of an echo sequence, and has been shown to substantially improve the fidelity during readout.\n",
        "\n",
        "The function below creates a linear MQC circuit. As with every circuit from here on, you can change the `full_measurement` argument to toggle between full measurement of all qubits or measurement of only the control qubit. Full measurement yields the most accurate results, but for more than 7 qubits, it is recommended to set it to false, and observe only the oscillations between the `'0'` and `'1'` states."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_mqc = get_ghz_mqc_para(qn, full_measurement=True)"
      ],
      "outputs": [],
      "execution_count": 6,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_mqc[0].draw(output='mpl')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "image/png": 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            "text/plain": "<Figure size 1382.19x385.28 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 7,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "After running experiments on this MQC circuit, we can pick a state to observe oscillations as we sweep $\\phi$ from $0$ to $2 \\pi$. Our signal in theory should follow $S(\\phi) = \\frac{1}{2}(1+\\cos(n \\phi))$. We then perform a Discrete Fourier Transform (DFT: $I_{v}=(1/N)|\\sum_{\\phi}e^{iv\\phi}S(\\phi)$) to extract the Fidelity of the state, defined by the bounds $2\\sqrt{I_{n}} \\leq F \\leq \\sqrt{I_{0}/2}+ \\sqrt{I_{n}}$; if desired, an actual value for the fidelity can be obtained: $F = \\frac{1}{2}(P_{00...0}+P_{11...1})+\\sqrt{I_{n}})$ (arXiv:1905.05720). "
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Parity Oscillations\n",
        "\n",
        "The next method we use to characterize the GHZ state is parity oscillations. After preparing a GHZ state, we apply a combination of rotations about the x and y axes to create various superposition states as a function of $\\phi$: $U(\\phi) = \\otimes_{j}^{N} e^{i\\frac{\\pi}{4}(\\cos(\\phi)\\sigma_{x}^{j}+\\sin(\\phi)\\sigma_{y}^{j})}$. We then measure the expectation value $\\langle \\otimes_{j}^{N} \\sigma_{z}^{j} \\rangle_{\\phi}$ as a function of $\\phi$, which in theory should lead to parity oscillations between 1 and -1.\n",
        "\n",
        "The following function generates a circuit which is the Parity Oscillation equivalent of the MQC circuit given above"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_po = get_ghz_po_para(qn)"
      ],
      "outputs": [],
      "execution_count": 8,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_po[0].draw(output='mpl')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 1020.99x385.28 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 9,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can obtain fidelity for parity oscillations $S_{\\phi}$ from $F = \\frac{1}{2}(P_{00...0}+P_{11...1}+C)$, where $C$, the coherence is defined as $2\\sqrt{I_{n}}$, following the same convention for the DFT as with the MQC method."
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Tomography\n",
        "\n",
        "Tomography measures the density matrix by producing many nominally identical states and measuring the state instances in different bases. The ideal result of a GHZ state is four equal density matrix elements at the 4 corners of the tensor-product basis, with all other elements vanishing. Although the fidelity can be readily calculated by this method, the method is slow (requires exponential number of measurements in n), and takes prohibitively long times if n is larger than 7 or so. Nevertheless, we will show below how to perform this method as it is relevant for small numbers of qubits."
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Parallelizing circuits\n",
        "\n",
        "The above \"linear\" circuits are good to perform simulations, but what do we do when we use real devices, where the system can have an arbitrary topology and various errors? We are specifically targeting real hardware here, not just Aer simulation. One technique to reduce real-hardware effects is to parallelize the CNOT gates and thus create a shorter-depth circuit. This can be hugely beneficial efficiency wise, and fidelity wise. The class `BConfig` from the module `parallelize` does exactly this.\n",
        "\n",
        "First we must configure the optimal backend we want to use. We will consider a simulation backend, `'ibmq_qasm_simulator'`, disguised as a real device, `'ibmq_16_melbourne'` by using a the mock backend `'FakeMelbourne'`"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit.providers.aer import QasmSimulator\n",
        "from qiskit.test.mock import FakeMelbourne\n",
        "backend = QasmSimulator()\n",
        "backend_hardware = FakeMelbourne()"
      ],
      "outputs": [],
      "execution_count": 10,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Using the `noise` module, we can now define a noise model from `'ibmq_16_melbourne'` to \"assign\" to `'ibmq_qasm_simulator'`."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "noise_model = noise.NoiseModel.from_backend(backend_hardware)\n",
        "coupling_map = backend_hardware._configuration.coupling_map\n",
        "basis_gates=noise_model.basis_gates"
      ],
      "outputs": [],
      "execution_count": 11,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "And there we have it. From now on, in the tutorial, when using a real device, not a simulation, just take out every mention and assignment of `noise_model` and `coupling_map`, and assign the real device to `backend`. The simulator used from now on is no substitute for running a real device."
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "`BConfig` lays the blueprint for creating parallelized circuits. Let us initialize an object taking in the real device we just defined, and name it `protocirc`. All of our experiments will use it:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "protocirc = BConfig(backend_hardware)"
      ],
      "outputs": [],
      "execution_count": 12,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Error Mitigation\n",
        "\n",
        "Qiskit Ignis provides very accurate tools to take raw data and return calibrated data. This is done by getting the raw data, in the form of a vector $v_{raw}$ and getting a calibration matrix $A$. The output is then the solution to the optimization problem: $argmin_{v_{cal}} ||Av_{cal}-v_{raw}||^{2}$"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Experiment Time\n",
        "\n",
        "## Preliminary Steps\n",
        "\n",
        "The probabilities of measuring $|0\\rangle ^{\\otimes n}$ and $|1\\rangle^{\\otimes n}$ in the GHZ state are important in calculating fidelity. For this, we need to run the following test"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We begin by defining standard execution parameters:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "shots = 1024 #numbers of shots in a given experiment\n",
        "max_credits = 3 #number of credits\n",
        "qn = 5 #number of qubits\n",
        "zerocode = '0'*qn #will help us easily define the state |00...00> \n",
        "onecode = '1'*qn #will help us easily define the state |11...11> \n",
        "sweep = np.arange(0.,np.pi*2,np.pi/16) #standard list of phase values we will sweep "
      ],
      "outputs": [],
      "execution_count": 13,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_simple, qr, initial_layout = protocirc.get_ghz_simple(qn, True)"
      ],
      "outputs": [],
      "execution_count": 14,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "print(initial_layout)\n",
        "circ_simple.draw()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{Qubit(QuantumRegister(5, 'q'), 0): 1, Qubit(QuantumRegister(5, 'q'), 1): 2, Qubit(QuantumRegister(5, 'q'), 2): 0, Qubit(QuantumRegister(5, 'q'), 3): 3, Qubit(QuantumRegister(5, 'q'), 4): 13}\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 15,
          "data": {
            "text/html": "<pre style=\"word-wrap: normal;white-space: pre;background: #fff0;line-height: 1.1;font-family: &quot;Courier New&quot;,Courier,monospace\">                        ░ ┌───┐ ░                               ░  ░       ┌─┐»\n q_0: ──────────────────░─┤ X ├─░───────────────────────────────░──░───────┤M├»\n      ┌──────────┐      ░ └─┬─┘ ░ ┌──────────┐┌───┐┌──────────┐ ░  ░ ┌─┐   └╥┘»\n q_1: ┤ U2(0,pi) ├──■───░───■───░─┤ U2(0,pi) ├┤ X ├┤ U2(0,pi) ├─░──░─┤M├────╫─»\n      └──────────┘┌─┴─┐ ░       ░ └──────────┘└─┬─┘└──────────┘ ░  ░ └╥┘┌─┐ ║ »\n q_2: ────────────┤ X ├─░───■───░───────────────┼───────────────░──░──╫─┤M├─╫─»\n                  └───┘ ░ ┌─┴─┐ ░               │               ░  ░  ║ └╥┘ ║ »\n q_3: ──────────────────░─┤ X ├─░───────────────┼───────────────░──░──╫──╫──╫─»\n                        ░ └───┘ ░               │               ░  ░  ║  ║  ║ »\n q_4: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_5: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_6: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_7: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_8: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_9: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_10: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_11: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_12: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                        ░       ░ ┌──────────┐  │  ┌──────────┐ ░  ░  ║  ║  ║ »\nq_13: ──────────────────░───────░─┤ U2(0,pi) ├──■──┤ U2(0,pi) ├─░──░──╫──╫──╫─»\n                        ░       ░ └──────────┘     └──────────┘ ░  ░  ║  ║  ║ »\n c_0: ════════════════════════════════════════════════════════════════╩══╬══╬═»\n                                                                         ║  ║ »\n c_1: ═══════════════════════════════════════════════════════════════════╩══╬═»\n                                                                            ║ »\n c_2: ══════════════════════════════════════════════════════════════════════╩═»\n                                                                              »\n c_3: ════════════════════════════════════════════════════════════════════════»\n                                                                              »\n c_4: ════════════════════════════════════════════════════════════════════════»\n                                                                              »\n«            \n« q_0: ──────\n«            \n« q_1: ──────\n«            \n« q_2: ──────\n«      ┌─┐   \n« q_3: ┤M├───\n«      └╥┘   \n« q_4: ─╫────\n«       ║    \n« q_5: ─╫────\n«       ║    \n« q_6: ─╫────\n«       ║    \n« q_7: ─╫────\n«       ║    \n« q_8: ─╫────\n«       ║    \n« q_9: ─╫────\n«       ║    \n«q_10: ─╫────\n«       ║    \n«q_11: ─╫────\n«       ║    \n«q_12: ─╫────\n«       ║ ┌─┐\n«q_13: ─╫─┤M├\n«       ║ └╥┘\n« c_0: ═╬══╬═\n«       ║  ║ \n« c_1: ═╬══╬═\n«       ║  ║ \n« c_2: ═╬══╬═\n«       ║  ║ \n« c_3: ═╩══╬═\n«          ║ \n« c_4: ════╩═\n«            </pre>",
            "text/plain": "                        ░ ┌───┐ ░                               ░  ░       ┌─┐»\n q_0: ──────────────────░─┤ X ├─░───────────────────────────────░──░───────┤M├»\n      ┌──────────┐      ░ └─┬─┘ ░ ┌──────────┐┌───┐┌──────────┐ ░  ░ ┌─┐   └╥┘»\n q_1: ┤ U2(0,pi) ├──■───░───■───░─┤ U2(0,pi) ├┤ X ├┤ U2(0,pi) ├─░──░─┤M├────╫─»\n      └──────────┘┌─┴─┐ ░       ░ └──────────┘└─┬─┘└──────────┘ ░  ░ └╥┘┌─┐ ║ »\n q_2: ────────────┤ X ├─░───■───░───────────────┼───────────────░──░──╫─┤M├─╫─»\n                  └───┘ ░ ┌─┴─┐ ░               │               ░  ░  ║ └╥┘ ║ »\n q_3: ──────────────────░─┤ X ├─░───────────────┼───────────────░──░──╫──╫──╫─»\n                        ░ └───┘ ░               │               ░  ░  ║  ║  ║ »\n q_4: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_5: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_6: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_7: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_8: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\n q_9: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_10: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_11: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                                                │                     ║  ║  ║ »\nq_12: ──────────────────────────────────────────┼─────────────────────╫──╫──╫─»\n                        ░       ░ ┌──────────┐  │  ┌──────────┐ ░  ░  ║  ║  ║ »\nq_13: ──────────────────░───────░─┤ U2(0,pi) ├──■──┤ U2(0,pi) ├─░──░──╫──╫──╫─»\n                        ░       ░ └──────────┘     └──────────┘ ░  ░  ║  ║  ║ »\n c_0: ════════════════════════════════════════════════════════════════╩══╬══╬═»\n                                                                         ║  ║ »\n c_1: ═══════════════════════════════════════════════════════════════════╩══╬═»\n                                                                            ║ »\n c_2: ══════════════════════════════════════════════════════════════════════╩═»\n                                                                              »\n c_3: ════════════════════════════════════════════════════════════════════════»\n                                                                              »\n c_4: ════════════════════════════════════════════════════════════════════════»\n                                                                              »\n«            \n« q_0: ──────\n«            \n« q_1: ──────\n«            \n« q_2: ──────\n«      ┌─┐   \n« q_3: ┤M├───\n«      └╥┘   \n« q_4: ─╫────\n«       ║    \n« q_5: ─╫────\n«       ║    \n« q_6: ─╫────\n«       ║    \n« q_7: ─╫────\n«       ║    \n« q_8: ─╫────\n«       ║    \n« q_9: ─╫────\n«       ║    \n«q_10: ─╫────\n«       ║    \n«q_11: ─╫────\n«       ║    \n«q_12: ─╫────\n«       ║ ┌─┐\n«q_13: ─╫─┤M├\n«       ║ └╥┘\n« c_0: ═╬══╬═\n«       ║  ║ \n« c_1: ═╬══╬═\n«       ║  ║ \n« c_2: ═╬══╬═\n«       ║  ║ \n« c_3: ═╩══╬═\n«          ║ \n« c_4: ════╩═\n«            "
          },
          "metadata": {}
        }
      ],
      "execution_count": 15,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_simple = execute(circ_simple, backend, shots=shots, max_credits=max_credits,noise_model=noise_model)\n",
        "# job_simple = execute(circ_simple, backend, shots=shots, max_credits=max_credits,noise_model=noise_model, coupling_map=coupling_map, basis_gates=basis_gates)\n",
        "\n",
        "job_monitor(job_simple)\n",
        "result_simple = job_simple.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 16,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "P0 = (1/shots)*result_simple.get_counts()[zerocode]\n",
        "P1 = (1/shots)*result_simple.get_counts()[onecode]\n",
        "print('P(|00...0>) = ',P0)\n",
        "print('P(|11...1>) = ',P1)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "P(|00...0>) =  0.2734375\n",
            "P(|11...1>) =  0.26171875\n"
          ]
        }
      ],
      "execution_count": 17,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now with error mitigation:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qr = QuantumRegister(qn)\n",
        "qubit_list = range(qn)\n",
        "meas_calibs_simple, state_labels_simple = complete_meas_cal(qubit_list=qubit_list, qr=qr, circlabel='mcal')"
      ],
      "outputs": [],
      "execution_count": 18,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_simple_em = execute(meas_calibs_simple, backend=backend,\n",
        "                     noise_model=noise_model)\n",
        "job_monitor(job_simple_em)\n",
        "meas_result = job_simple_em.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 19,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "meas_fitter = CompleteMeasFitter(meas_result,state_labels_simple,circlabel='mcal')\n",
        "result_simple_em = meas_fitter.filter.apply(result_simple)"
      ],
      "outputs": [],
      "execution_count": 20,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "result_simple_em.get_counts()[zerocode]*1/shots"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 21,
          "data": {
            "text/plain": "0.3594873732569084"
          },
          "metadata": {}
        }
      ],
      "execution_count": 21,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "P0_m = (1/shots)*result_simple_em.get_counts()[zerocode]\n",
        "P1_m = (1/shots)*result_simple_em.get_counts()[onecode]\n",
        "print('P(|00...0>) error mitigated = ',P0_m)\n",
        "print('P(|11...1>) error mitigated = ',P1_m)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "P(|00...0>) error mitigated =  0.3594873732569084\n",
            "P(|11...1>) error mitigated =  0.3418736739583168\n"
          ]
        }
      ],
      "execution_count": 22,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We will load these values in a dictionary for assessing fidelity later on:\n"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "p_dict = {'P0': P0, 'P1': P1, 'P0_m': P0_m, 'P1_m':P1_m}"
      ],
      "outputs": [],
      "execution_count": 23,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Part 1 : MQC\n",
        "\n",
        "We now retrieve a parallelized MQC circuit for the n qubit device\n"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "shots = 1024 #numbers of shots in a given experiment\n",
        "max_credits = 3 #number of credits\n",
        "qn = 5 #number of qubits\n",
        "zerocode = '0'*qn #will help us easily define the state |00...00> \n",
        "sweep = np.arange(0.,np.pi*2,np.pi/16) #standard list of phase values we will sweep "
      ],
      "outputs": [],
      "execution_count": 24,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "circ, theta,initial_layout = protocirc.get_ghz_mqc_para(qn)\n",
        "circ_total_mqc = [circ.bind_parameters({theta:t}) for t in sweep]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Wall time: 1.46 s\n"
          ]
        }
      ],
      "execution_count": 25,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now execute the MQC experiment:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_exp_mqc = execute(circ_total_mqc, backend, shots=shots, max_credits=max_credits,\n",
        "                      noise_model=noise_model,coupling_map=coupling_map,basis_gates=basis_gates)\n",
        "job_monitor(job_exp_mqc)\n",
        "result_exp_mqc = job_exp_mqc.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 26,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we will plot the amount of counts measured for $|0 \\rangle ^{\\otimes n}$ as a function of phase. It is important to note that when using a parametrized circuit like the one here, the method `get_counts()` accepts an **index** and not a **circuit**. In any other type of experiment, `get_counts()` accepts a **circuit**."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "zeros = [(1/shots)*result_exp_mqc.get_counts(a)[zerocode] if \n",
        "          zerocode in result_exp_mqc.get_counts(a) else 0 for a in range(len(sweep)) ] #notice the important difference with proto2; takes only the index, not the actual circuit\n",
        "Plotter('mqc').sin_plotter(sweep,zeros)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 27,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we get started on error mitigation. We create an identical quantum register and use complete_meas_cal from Ignis, to create circuits for calibrated measurements to be executed, and a calibration matrix."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qr = QuantumRegister(qn)\n",
        "qubit_list = range(qn)\n",
        "meas_calibs_mqc, state_labels_mqc = complete_meas_cal(qubit_list=qubit_list, qr=qr, circlabel='mcal') #from Ignis"
      ],
      "outputs": [],
      "execution_count": 28,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_cal_mqc = execute(meas_calibs_mqc, backend=backend,\n",
        "                     noise_model=noise_model,coupling_map=coupling_map,basis_gates=basis_gates)\n",
        "job_monitor(job_cal_mqc)\n",
        "meas_result_mqc = job_cal_mqc.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 29,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "meas_fitter_mqc = CompleteMeasFitter(meas_result_mqc,state_labels_mqc,circlabel='mcal')\n",
        "# print(meas_fitter.cal_matrix) #uncomment this to see how close the calibration matrix is to the calibration matrix"
      ],
      "outputs": [],
      "execution_count": 30,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Finally, we have our error mitigated results:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "result_exp_em = meas_fitter_mqc.filter.apply(result_exp_mqc)"
      ],
      "outputs": [],
      "execution_count": 31,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see how the error mitigated results yield a far greater fidelity than the raw data"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "zeros_m = [(1/shots)*result_exp_em.get_counts(a)[zerocode] if \n",
        "          zerocode in result_exp_em.get_counts(a) else 0 for a in range(len(sweep)) ]\n",
        "\n",
        "Plotter('mqc').sin_plotter(sweep,zeros,zeros_m)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 32,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "Plotter('mqc').get_fourier_info(qn,sweep,zeros,zeros_m,p_dict)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Upper/Lower raw fidelity bounds =  0.514  +/-  0.005  ||  0.421  +/- 0.004\n",
            "Upper/Lower error mitigated fidelity bounds =  0.591  +/-  0.006  ||  0.516  +/-  0.005\n",
            "Raw fidelity =  0.561  +/-  0.006\n",
            "Mitigated fidelity =  0.609  +/-  0.006\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 33,
          "data": {
            "text/plain": "{'I0': (0.18463134765625+0j),\n 'In': (0.04432759177708011+0.0006539034107776532j),\n 'I0_m': (0.22211095961766059+0j),\n 'In_m': (0.06659122106161491+0.0011647793472158757j),\n 'LB': 0.4211052817490912,\n 'UB': 0.5143875859156403,\n 'LB_m': 0.5161449685614564,\n 'UB_m': 0.5913223602129336,\n 'F': 0.5612331644821582,\n 'F_m': 0.6087530078883407}"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 33,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now plot the DFT and compare the heights of the peaks to give bounds for the fidelity"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Statistical bootstrapping has found that the error on these measurements is at most 1.5% (arXiv 1905.05720), so these result fall within error bounds, despite the fidelity being slightly higher than the upper bound, and show how error mitigation dramatically increases fidelity"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Part 2: Parity Oscillation\n",
        "\n",
        "We now retrieve a parallelized Parity Oscillation circuit for the n qubit device, and run experiments in the same fashion as we did in MQC.\n"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "shots = 1024\n",
        "max_credits = 3\n",
        "qn = 5\n",
        "zerocode = '0'*qn\n",
        "sweep = np.arange(0,np.pi*2,np.pi/16)"
      ],
      "outputs": [],
      "execution_count": 34,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "circ, [theta,thetaneg] , initial_layout = protocirc.get_ghz_po_para(qn)\n",
        "\n",
        "circ_total = [circ.bind_parameters({theta:t, thetaneg:-t}) for t in sweep]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Wall time: 1.49 s\n"
          ]
        }
      ],
      "execution_count": 35,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_exp = execute(circ_total, backend, shots=shots, max_credits=max_credits,\n",
        "                  noise_model=noise_model, coupling_map=coupling_map, basis_gates=basis_gates)\n",
        "job_monitor(job_exp)\n",
        "result_exp = job_exp.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 36,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we construct the $\\otimes _{j}^{N} \\sigma_z^{j}$ matrix for instruction, although this is already taken into account in the following method, `entanglement.analysis.composite_pauli_z_expvalue()`:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "composite_sigma_z = sigma_z = np.array([[1, 0],[0, -1]])\n",
        "for a in range(1,qn):\n",
        "    composite_sigma_z = np.kron(composite_sigma_z,sigma_z)"
      ],
      "outputs": [],
      "execution_count": 37,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we want to make sure that our list of counts is correctly ordered so that it coincides with the states of the $\\otimes _{j}^{N} \\sigma_z^{j}$, so that calculating  $\\langle \\otimes _{j}^{N} \\sigma_z^{j} \\rangle$ will be as simple as taking the dot product of this ordered list with the diagonal of $\\otimes _{j}^{N} \\sigma_z^{j}$. The `composite_pauli_z_expvalue` function does just that; it takes a circuit and appropriately orders the state vector counts. We can plot this dot product as a function of $\\phi$ to observe parity oscillations."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit.ignis.verification.entanglement.analysis import composite_pauli_z_expvalue"
      ],
      "outputs": [],
      "execution_count": 38,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "y = [ (1/shots)*composite_pauli_z_expvalue(result_exp.get_counts(i),qn) for i in range(len(sweep))]"
      ],
      "outputs": [],
      "execution_count": 39,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(sweep,y)\n",
        "Plotter('po').sin_plotter(sweep,y)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 40,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now for standard error mitigation:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qr = QuantumRegister(qn)\n",
        "qubit_list = range(qn)\n",
        "meas_calibs, state_labels = complete_meas_cal(qubit_list=qubit_list, qr=qr, circlabel='mcal')"
      ],
      "outputs": [],
      "execution_count": 41,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_cal = execute(meas_calibs, backend=backend,\n",
        "                  noise_model=noise_model, coupling_map=coupling_map, basis_gates=basis_gates)\n",
        "job_monitor(job_cal)\n",
        "meas_result = job_cal.result()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 42,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "meas_fitter = CompleteMeasFitter(meas_result,state_labels,circlabel='mcal')\n",
        "result_exp_em = meas_fitter.filter.apply(result_exp)\n"
      ],
      "outputs": [],
      "execution_count": 43,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "y_m = [ (1/shots)*composite_pauli_z_expvalue(result_exp_em.get_counts(i),qn) for i in range(len(sweep))]"
      ],
      "outputs": [],
      "execution_count": 44,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "Plotter('po').sin_plotter(sweep,y,y_m)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 45,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see how error mitigation dramatically improves our measurement (much more so in PO than in MQC). Let us quantify this using the same DFT method we used in MQC, and calculating the actual fidelities:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "Plotter('po').get_fourier_info(qn,sweep,y,y_m,p_dict)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Raw fidelity =  0.414  +/-  0.004\n",
            "Mitigated fidelity =  0.621  +/-  0.006\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 46,
          "data": {
            "text/plain": "{'In': (-0.1461775086184215-0.002569102936642498j),\n 'In_m': (-0.26997809795388583-0.004625032477291818j),\n 'F': 0.4137782081593052,\n 'F_m': 0.6206982346937819}"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 46,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "As we see, the raw fidelity is much lower than what is achieved with MQC, but the error mitigated result is about the same."
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Part 3: Tomography\n",
        "\n",
        "The first step in this experiment to just pass a simple GHZ state with *no* measurements. Also, the circuit cannot be transpiled; the `transpiled` argument in the `getGHZChecker()` method can be turned on and off as is shown"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "shots = 1024\n",
        "max_credits = 3\n",
        "qn = 5\n",
        "zerocode = '0'*qn\n",
        "q = QuantumRegister(qn, 'q')"
      ],
      "outputs": [],
      "execution_count": 47,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "circ_total, initial_layout = protocirc.get_ghz_layout(qn,transpiled=False)"
      ],
      "outputs": [],
      "execution_count": 48,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now pass a simulated backend from `Aer` to get theoretical statevector counts "
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_exp = execute(circ_total, Aer.get_backend('statevector_simulator'), shots=shots, max_credits=max_credits)\n",
        "job_monitor(job_exp)\n",
        "result_exp = job_exp.result()\n",
        "psi_exp = result_exp.get_statevector(circ_total)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 49,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "This following code runs tomography experiments on the circuit we defined first, which is then compared to the theoretical statevector to generate a density matrix"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qst = state_tomography_circuits(circ_total,q)\n",
        "job = execute(qst, backend, shots=shots, initial_layout=initial_layout,noise_model=noise_model, coupling_map=coupling_map, basis_gates=basis_gates)\n",
        "job_monitor(job)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 50,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "tomo = StateTomographyFitter(job.result(), qst)"
      ],
      "outputs": [],
      "execution_count": 51,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "From here we can get the fidelity, although this method is not as fool proof as the one we will get to eventually:"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "F = quantum_info.state_fidelity(psi_exp,tomo.fit(), validate=False)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "FATAL: Cannot solve SDPs with > 2x2 matrices without linked blas+lapack libraries\n",
            "Install blas+lapack and re-compile SCS with blas+lapack library locations\n",
            "ERROR: init_cone failure\n",
            "Failure:could not initialize work\n"
          ]
        }
      ],
      "execution_count": 52,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "...And now for error mitigation..."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "qr = QuantumRegister(qn)\n",
        "qubit_list = range(qn)\n",
        "meas_calibs, state_labels = complete_meas_cal(qubit_list=qubit_list, qr=qr, circlabel='mcal')"
      ],
      "outputs": [],
      "execution_count": 53,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "job_c = execute(meas_calibs, backend=backend,\n",
        "                  noise_model=noise_model, coupling_map=coupling_map, basis_gates=basis_gates)\n",
        "job_monitor(job_c)\n",
        "meas_result = job_c.result()\n"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Job Status: job has successfully run\n"
          ]
        }
      ],
      "execution_count": 54,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "meas_fitter = CompleteMeasFitter(meas_result,state_labels,circlabel='mcal')\n",
        "result_em = meas_fitter.filter.apply(job.result())"
      ],
      "outputs": [],
      "execution_count": 55,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "result_em = meas_fitter.filter.apply(job.result())\n",
        "tomo_em = StateTomographyFitter(result_em, qst)"
      ],
      "outputs": [],
      "execution_count": 56,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, using `qiskit.visualization`, we can plot the raw density matrix, real, and imaginary parts being on separate plots,..."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "visualization.plot_state_city(tomo.fit(),\"city\")"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 57,
          "data": {
            "image/png": 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ikZyZmRlUKhV85CMf4Q3eRzGyrx1cLhccDgcuX74MoPE+Hj58iJWVFeTzeXi9XlSrVRQKBXi9Xl1Dqb1+vcetBIi2BySVSmF7exsXLlzg2xwOh5jwIRAIBCcE1hwtyzLva9Te3Kt9RSaTwcrKCrq6unD16lX88Ic/1N3vRcJu7N1uN/r7+/lCuYVCgftzFhyrVCpwuVyG5zHCzD+y/9UC5MmTJzh37hw8Hg/PjjgcDrFQr8AUIThOGKwWdWFhATabDYODg3ybXoZDlmWsrq6it7cXXq8XbrfbsK/jZePxeOBwOPD666/zUYSPHj3iRpaN6y0Wi/B4PE0GUU07Blb9mAkQVuPKpm49ePAA169f54aX/RMCRCAQCI4XbGTtH//xH+NDH/pQ08AUhnokfKVSweTkJAYGBvYsbmvkI63afb3j2/G5WpHkdrvhdDoxMDAARVGwvLyMbDaLZ8+eoVqt8vHw7Of9vLaZAAHAxQWlFFNTUwiFQohEIpAkiQfohAARaBGC4wTBIvAssmCUzWDEYjGsrq6ip6cH58+fRywW4/uZCQ6z1OtRw2pXnU4nrl69CkopCoUCHj9+jLm5OZTLZfj9flSrVZTLZV7fapbh0Hus3V99DVoBwiZxvfHGG0KACAQCwTGBUopSqYRarQan09lkv7WBOEmSUKvV8PDhQ1BK8eabb2J9fd1QmBwWZiVW7SBJEjweD2w2G06fPg1FUbC6uopEIoGJiQnIsgy3280FGGt8b+UP23kf6n9qAbKyssJL2NQCRCzUKxCC44RQr9dRq9Xw6NEjHrXR1qAy46UoCsrlMlZXVzE0NKSbATiOGY5WsJnpTqcT169f52N9U6kUZmZm+CrolUoF1WrVML1sdG6jx3oCRFEULkDY7+S1117jRlWdXhYGViAQCI4WZos3NzdRr9cxNDTEt2n9HAtera2t4fXXX0e5XOa22qgHcr+8SB8rSRJ8Ph9kWca5c+d4A/z29jaePHkCSil8Ph8qlQrq9fq+18kyCuKpJ1oxocfWPNnZ2cG5c+d4iTLrlRT+8YOFEBzHHEop0uk0FEWBz+dritrUarWmfSVJQrlcxujoKAghuHXrFjY2NvbsdxIFhxZCCAKBABcgAJoEiKIoCAaDKJVKTcLMSsbDagSIRXaq1SqfcFWr1TA3N4doNIqOjo496WVhYAUCgeDwYCPhOzs7LWX+5+fnsbW1hVOnTqGnpwfz8/MAGv6zXq/vOfaggqOd8x309dTHsjVAKpUKLly4gHq9jq2tLWQyGTx69Ij7UNbrYnWdLKs+Uy1A2FpgiqKgWCxienoaly9fbuqRFFMiX32E4DjGsFRoLBaD3W7XXRVVTSqVwubmJkZGRvD06dOWjeRWBMfLLquyCnufwWAQHo8HV65cgc1mQzabRSqVwuzsLN9eLpebFlg6iOBQ78PEBBMg7Jqq1So2NjZAKUV3d/ee9PJJ+HwFAoHguKFe6HZ2dhbd3d1N5VPMvzERUqlUUCwWIcsyLl68iHQ63XSuVr7yoNd5kO3tYuRT7HY7QqEQstksrly5glqthng8jlgshgcPHsBmsyEcDqNer0NRFMP+Cys+U32sVoCwxRfZ76pcLmN6ehqXLl0SAuQVRwiOYwhbW2NhYQGDg4O642vVhpVSivHxcRSLRfT19SEYDPLnWzXMtWqIO+nZD2Y8/X4/hoaG4HK5kMlksLCwgIWFBayuriIUCqFerzctsLQfwaFFbWBtNhtqtRoXJNVqFel0GslkEoODg3ytErHIkkAgEFiDUsp7EoPBILeban/Hbm4JISgWi7h37x7cbjeGh4eRyWT2CJOjKqnSu/bDOv9BcDgciEajiMViuHHjBqrVKlKpFB+f73Q6EQ6HIctykwA5aJWAXgakUCg0CZDV1VV0d3fD6/UKAfIKIQTHMUM9zm9tbQ1nzpwBIcSwXyOXy6FYLGJwcBA9PT1IpVJ8u3o/Ncwovyp/vK2awBl2ux3RaBSpVArRaBR+vx/pdJo32cViMYRCoT0CzazJXO8amJPTnoMJENbcyARItVrF4uIihoeHxYhBgUAgaAFb6DabzQIAQqEQ36YWDcxvrq2tIZPJ4O2338aTJ0+4fVYLkxeV4XjRPredoSlOpxPd3d1YWVnBnTt3UC6XkUql+IK9brebB+nMfGQ7GRCGWoDk83l0d3dDURSUSiWkUinYbDZEIhEhQE4wQnAcI9jCQ+wPWx21UfdhsD/2dDqNnZ0d+Hw+9PX1IZPJ6EZ3tFEb9TledYwMrMPhQFdXF0qlEo/0pNNpbGxsIJ/PI5vNIhwO7xmTCJg7DaOUMoNFi9QCJJlMYnh4mAuQtbU1DAwM8MUShQARCAQfZFgJ1bNnz3Dx4kXdwSnqgBGlFA8ePEBHRwc6Ozvhcrl0xcVRCw4r7+tlYuTP3G43ent7sba2htu3b3MBUqlU8ODBA3i9XoTD4T09otpyLD3/Z+ZD2TnYv1KpBKfTyQVIpVJBLpdDb28vL1EWAuT4IwTHMUBdi1osFveU1mjTxLVaDUtLS6hWq3j77bdx//79toyo3pjAVwWzzI3edkIIj+4AQLFYRG9vL1KpFGKxGNLpNB4/foxwOMzL1bTnbPUaWgOslwFRCxAA2NnZQX9/PxcgqVQKXq8XgUBAzDgXCAQfKFg/o6IoSCQSIKR5cIq2LGp7exu5XA43btyAy+XC6uoqgOe+VOtTj0pwaI/Xe6zdX+ub23n9dvtFzHyX+ro8Hg88Hg82NjZw8+ZNLkByuRwmJiYQCAQQDodRrVb5mHq9c1rti9TzoexfPp9HJpNBd3c3arUaCCHY3NzkZcpiTP3xRAiOlwwrr5mcnMTVq1d1xYDaCMmyjLGxMfT09DRNR9IaTHXZ1MuI2hwXjASG0Xb22OVy4dSpU/B6vdjY2MCZM2eQSqWwurqKfD6P8fFxhMNhhEIhU6NtllLWa9CjlDZFbFKpFL+uSqWCcrmMWq2Gzs5OIUAEAsErCetnXFxchNfrRTQa5dv0+jUAIJFIoFwuIxwOo6OjgzdBq/dT779fX/kibmb346vNruswehTZCF6fz4d0Oo2zZ8+C0sY6YYlEAvF4HPF4HOFw2LDEuBV6QTq9x+wfpRSbm5vo6+vjk8YSiQQ6OzvhdruFADkmCMHxEmFZDUop8vm8YbM2EyFLS0sol8u4c+cOKKVYX19v2t5qQgejVbO4ep+dnR24XC50dHS8Un+k+xEH6uhOd3c3njx5guHhYaRSKSwtLaFUKmFiYgLhcNiSgbUa8dHuY7PZeAakWCwim83ysYeUUmSzWfT09IgZ5wKB4MSj7mes1Wqo1+t7Mv9q0ZDP5zE5OQm73Y433ngDjx49spT5V4sQq4JjZ2cHsViM23y2qJ4WswzHUdOuoNivACGksVAvW4w3GAzC6XQilUpha2sLtVqNi0BW2tbOdZgF7dh29XNra2sIhUIolUoAGj7T5XLB7/cLAfKSEILjJcBKqJ4+fYq+vj4EAoGmzIQ2w8HmZ3d1dSEQCMDj8aBUKrVtRFuljhnVahXj4+NwOByQZRn5fB5erxeRSAThcBgej+dY/ZG2KyCA1k3mep+LnqHzer3wer3o7+/H6OgohoaGkEqlMDc3h0wmg9nZWUSjUS5ArERrWqFXF6sWIPV6HQsLCwgGg/w9F4tFhEIhOJ1OUd8qEAhODGy9hidPnuDWrVummf9qtYqJiQkMDw9jZ2eH33xqA3F62Qyz4Jz6dRVFwezsLHK5HPr7+5HJZLC6ugpKKUKhECKRCILBoOU1LQ4qQA4qKPZT7gSYL5YrSRICgQBfK6tWqyEQCCCVSmFlZQXlchkzMzO8SkBLuz5Tz4cqisKFBQDE43F4vV7+u5FlGbIsIxgMCgHyghCC4wUjyzIqlQo3ZNo/cG0jXCKRwOzsLHw+Hy5fvoz79+/rGlGtuNAzrOrn9Ho40uk0nj59igsXLjSVChWLRSSTSczNzfF1LFhk56RhJii0j/XqafX29/v98Pv9GBwcxP3799Hf349cLofp6Wlks1kUCgVUq1WEw+F9GXlt1sRMgFBKMTMzg2vXrqFarQJofPecTic8Ho8QIAKB4NhBKUW1WoUsy7xfUS0e1DBf+eTJE9RqNdy5cwcA+LjcVoE4u91uGrDTPlcul/H48WN0dXXh5s2bqNfrvMSrXq8jnU4jHo9jfn4edrsd4XAYNput6bpfxXJmo2yDdnsoFEIoFEI0GuULNabTaaysrKBQKGB2drapTPmgVQJ6fSCs/BhoLBS8ubmJixcvAmj8blh2RizUezQIwfGCYLWoyWQSy8vLuH79uqERrdVqoLSxUNHc3BwuXbqERCLBtxtlLvRKqtTiQv2c9tqWl5extbWFmzdvwuv18ptUlir1+XwYHByEoih8Re/JyUkUCgXMzMwgEonoRiqOGjMjc9SPjWANdKdPn8b09DR8Ph/K5TImJydRKpXgcrng8Xh0MyB66PV9tEoxs9+7w+Hgv/eVlRV4PB50dXXxfWw2G9xutxAgAoHgpcLExuPHj3H27Fl0dHTs6b1Q71sul/kNY71e5/avVSDOzC/qPcdKjGdmZnD58mVEIpE9wUK73Y7Ozk50dnYCACqVCi8nyuVyKJVKPEDXSnActiA5Kv+mfY12X1OSJEQiEf5Z3r9/H5FIhJcpFwoFLCws8EEt+8lw6AkOrTBSCxBKKZ48eYKRkREAz8f0skmRQoAcHCE4XgCsvp6NN9UaRDVMcNy7dw+EENy8eROlUkm3N6NVvwYznkbTONSLBj569Agulwt37941vfGVJAnBYBDBYBBDQ0MYHR3l61ssLS2hWCw2GYrjSLsGV2u09lN/ytLLQ0NDWFtbQ7FYRD6fx9raGheY8XgcoVAIdvveP0szAyvLsuFsc/a/2sBS2ljDZXV1Fa+99hoAiFVeBQLBS6FWq6FYLMLpdOquE6XN/K+srGBlZQWRSAQDAwOIx+O6PlDrK61WA6h/3tnZQSKRwO3bt+Fyufg1tLKPbOiIy+XCzs4OBgYGkEqlsLm5iVKphFKphEgksmdNi4OyH8Fw2K9ptd+CoSgKbDYbotEozxiNjo4iEAjwjFGlUuH7BgKBQylL1j5m16QWIJOTkxgYGIDP54MkSdw/sh5J4SPbQwiOI0ZRFFSrVTx69AgjIyNNBlFPcORyOaytreHGjRtYWFjg6WTtMeqUMHvO4XAYRmj0nmOlPsPDwzh16lTTdViNtBBCEIlEmgyF3+9HLBbD7OwsSqUSlpeXEYlE4Pf7D/BJ7g8942e2v1l6eD+CQ3uMz+dDf38/gEYp29LSEtLpNJaXlwE0ImSJRAKhUIiLVL0SKka7BldPgCiKgh/+8Ie4desWAHDDKgSIQCA4Ciht9DPG43Fsbm7i9ddf31OGBDwPxNVqNZRKJeRyOVy9enXP4BS73W45w2H2XLlcxsLCApxOJ0ZGRprsXzu2kBDCe/5cLhcf55pMJrG9vY1qtcobqrXrihw27WYjrJ6znSCe2TodQOMz6+rq4tn48fFxeL1ebG9vY2ZmBoqiwOv1oqOjg2fCtP5Pe04zwaG9DnWVALvfWl9fR7FY5AsyOxwOHkgWAsQcITiOCEobk6fq9TqvmTeKtrD9p6enkUgk0Nvbi2g0isXFxT0j/MzKp7RRG6PRgZlMBolEAh6PZ4/YaAdtmRYhBN3d3XxNi/fffx9OpxMrKyvI5/OoVCpYX1/nDeiHjZnBtGIc29nfCLPXUIsFSZLg8Xhw/vx5AI164LGxMSSTSSwuLkKSJJTLZWSzWUSj0aZmSPU5rQgOI5GiNpbsuyrLMubm5ni2iq2CLhrsBALBQWGlSh0dHZYy/8ViEaOjo3C5XLh06RIqlYrlZnAr1QDM7gENG/zo0SPuG/dr6/QCd4QQfqPsdrtRKpUQDAaRSqWwvb3Ny6lZudFh045/tMKLKFMmhKCzs5Ov77G4uIhKpYKNjQ3kcjn+/cnlcvD7/brns1KWpSdSmM9Ul8+x4yqVCu7fv49r165BkiTuI8WYen2E4DgCWC1qLBZDrVbD2bNnDSdmsGkcxWIRDocDFy9eRDweb9puJSVstVa1Xq9jcXGRLxr4/vvvH+lnIUkSent70dvbC0op3n//fSiKwhvQy+Uytra2+Li8w6ZdAQK0V3JlJQtkFknRGjo21vbChQsAGhNYHjx4gHg8jqWlJV5ype7/sJLh0JZdGdW9ss+AfV+Y8ZRlmQvVM2fONJVgCQEiEAiswIIZtVoNExMT+NCHPtRScDBhkkgkcPfuXUxOTuoG4rS+kj2n9YtGQTz23Pz8PEqlEu7cuYNyuYxMJrPv96rnW9Q+g21nQ1g8Hg8qlQr8fj8SiQSfuFWv1/nAkXbYj//Tbm/3Ncz8m1nGQw/tPpIkIRwOo6enB0Cj7G11dZUHNlkfaqFQgNfrbfp+GJ1TG5DT24f5UHWAVe1Xq9Uqpqam0N/fD4/HIwSIBiE4DhlZlrGxsYHOzk7YbDZee2iU8k2lUlhcXITL5cK5c+eQSqVMsxStojatjK0sy3j06BG6u7shy7Ll0X2tsFp6xfa12WwYHBzkDeijo6O8mbper6NcLrfsZbD6OkYcNAOiPf9+SqzaTe06nU7Y7XZcunQJkiShUqlgenoa6XQasVgMLpcLLpcLsiy3vB6rfR9q2PeECRBZlvk8fPbz3NwcLly40FSCJQSIQCDQQilFOp2Goii8Lr5V5p81FNtsNr4QqzrAog26aZ8zyvzrBefq9TpSqRR8Ph9fR4KtcXTQ92wVQhol1KwB3efzoVKpwO12Y2NjA8lkkpf36AmQwxAYR5HhOIwy5VbZCIfDAb/fj4sXL4JSimKxiEePHmFxcRGFQgE+nw/FYpF/llYECKAfpFPfl7Bj1NUBxWKRf8+q1Sp2dnZQrVbR09PT1CP5QRQgQnAcEsxgsRuw7u5u3agN+1+WZWxtbaFer+Pu3bsYGxvTzUgw1W1Wl2pWq7q+vo5MJoPr16/D4XBgc3PzJXxKzUiSBJvNhqGhIQwNDUGWZYyOjvKeBkIIn/YRDAb39Qd6GCVWB00HH7TGVbsPm3DV2dmJcDiMUqmEtbU1ZDIZjI6O8ulXWgFiFtExSilrRYq2XjWbzfIoXK1WA9D4/gkBIhAIGIqioFarIRaLwW63w+/3t8ziJxIJFItFHmjZ2dnh21lZqlGWQn0etd3R+kX2XDab5VP8Ll68iIcPH+7ZT4vVUqCDwOzoqVOncOrUKayvr6NSqUCSJCwtLSGTyfB1liKRSNvnb7ek2Oo5DtuH6mVJjMQCIY2eGafTiatXr4JSikKhgPHxcSwvL/MMEqUUHR0duucweh02Wl79WBu4lWW5qeyqWq1y4VqpVJqC0B80ASIExyGgKAo2Nzfh8/ngdrv583pGVJIk1Ot1jI6OwufzoaOjg49cMzK8ZhmOVpEcSp9PyGI1kNrJGPuJajDayXCYwUqJWC9DrVbD2NgYb0BnEadWdZpmHLZx1LtJ134eVlK5ZpEWYO+0LLYPExg2mw1nz55FqVRCMplEtVrl37NwOMxn2rd6XT3jaaU5XS1A2GfAmjzZdrvdjvHxcdy8efNIyucEAsHxg0V6Nzc30dPT0zIQBzRsxebmJmRZhtfrRVdXF1Kp1J5AnFGDOEPPN2kFB6WNaX2JRALXr1/H3Nxc03W38m9W/Y+2hErvpt4qhDTGtPb396O/vx8bGxsoFAqo1+uYmprik77cbrfumk9WX0N9bYed8bDq79Tsx4eqy578fj8XIJIkIZfLYWFhAVtbW9ja2uILKpsJLq2P1KsS0AvSqQUIO69WgNhsNpTLZWxsbODGjRstP4+TihAcB0Bdi7q1tYWBgYGmRmg98bC+vo5SqYS33noLhUIB5XKZb28lJPYTtSkWi5ienobdbse1a9cwMTFhmE4+jtFnNgHi0qVLABoLLz148ACrq6vI5XK8TrNYLBqugN5uSdR+HpsZyxcR8VGndtk0lO3tbdy6dQuFQgGpVAqFQgGPHz/mCzeWy+Umgaxn+I0yHOpr1YOVz6n3q9Vq+Lmf+zn83u/9nhAcAsEHAPZ3X61WsbKygt7eXkiSxAMR2lLjcrmM1dVV+Hw+3L59Gz/60Y8MS670yorV6D2nrRB4+PAhZFnGhQsX4PF4WpYk7wez4w8jA+J2uzE4OIjTp09jc3MT2WwW+Xweq6urqFarcDqd6Ojo0F1QT3sN+/FF7Z7DymMth+GX2e+TEIJAIIBgMAi/349oNIpcLoetrS1ks1mMjY3xdbSsBA+t9H04HI6mffQCdIqiYHx8HP/yX/5L/MZv/Maez+BVQAiOfcIyB2zEndEoP/Vzs7OzcLlc8Pl8CAQCTetrGGUzrBhWPRFSKBSwubmJ69evY2Zmhn/B2R+iVnDsF6OIzVEIGLfbDYfDgStXrjTVaapXQK/VaqhUKoY3tGbv1UqEw8wg62U8Wp1jPxEfvZSyXiaCRXf8fj+2t7dx8+ZNFItFpFIpxGIx3gjOGhbNMhzaiE47DonVt/p8PtP9BQLByUZRFCwtLaGrq6vJP+r1NrLetPv376Onp4fX2VvN/Gt9rdFzzF9lMhkUCgWcP3+el4RqKwTU+x8m7fogs321wUePx4PTp08DADY3N5FKpZBMJrGwsMDFXSaTQUdHx6G/N71rOgrBsd8qAb19JKmxthh7jeHhYWSzWaRSKZRKJYyNjSEUCvEqAa2fNeuFlWW5KbCnB/v+FYvFl7J8wItCCI59oCgKj6wnEgn09PS0NHjZbBbb29vo6+vDa6+9hh/+8IdN29U/G2UzWhlW9XZKKV8B/MKFCwgEArrlWIclOF4WhDRWQHc6nbh+/ToUReGpcdaAHgwGUa1Wm26arURwWhm//WYjtDfprW7a95tiVp9Dr7aUvS4bySjLMnw+H1wuF1KpFF+QcHp6GuFwGKFQSFccmdWwml33focBCASC4w+lz/sZt7e3EYlE4HQ6dX2YzWZDvV7H9PQ0qtUqPvrRjyIejzcJknYy/2qMsh7xeByrq6vwer3o6elBLpdrmfk/aECu1WP2ebXa3g7aa7XZbPB6vRgaGgLQECA7OztN42QBIJ/Pw+fz7TvDob2GdgSGmX9kHIbgUGM0tdFms/GpYfF4HDdv3kQmk0EqlUI8Hkc2m+X9k1Z9tVUfWSgUhOAQNGAlVDMzMzh37tyeqI2ewcvlcnj69Cl6enr2NHWpDSb72ahBXH2MnhFVlOfjdQcGBuByuXiEW5sxUS8aeJIyHK1gUQqXy4WbN2/yyH0sFsOTJ09ACOERCvX1HkY0xuy9tpvh2I+I2W8fiM1m4yvHRyIRrK2tobu7u0mAsLU4EjkHbHK9qWywHcHB6lYFAsGrCaWUT+Vhkxr1AnFsgTtWRtLX1wePx8NXGm9V2qR+jmGU+VcvpFev17G+vg6bzYY7d+7wkfB64uKwSqrYZ2LEUfjJVv6JTXM6d+4cKKWIxWJYX1/H0tISCoUC3G43arUaL7c9CsGhDTodlk/dT1+IWX8iIY3eQ7YKerlcxuDgIGq1GhKJBOLxOD+OrVelvfZ2fCSbqPWqIgSHRShtNL4pioKtrS0MDw/DZrNxg6Y1kpVKBVNTU6jVavjwhz+MpaWllilf9rPeauFGx6ify2QyWF5ehtvtxpkzZ5oWDWwVtXkREZyXAZva4XK5MDIygnq9jnQ6jc3NTTx+/BhOpxORSATVarWlAAGOpsa1VURnvxkOvXF9rTAa+ceiO0Bj5fhoNIp/+0cS7s/WINed6Hc9wN/+3G2eAWl3usZx+Y4IBILDg2U1CoUCSqUSurq69tz0A8992ObmJhKJBC5duoSBgQE+OVEvc6HnK/XOqUbt29gExEAgwBca1B6r5xfV1QD7Qc+XHJegCyGE93dcuHCBC5CVlRVMTU2hWq3C7/ejWq2iVqvt6UMwot0y5MPI8B+WD9U+1jvG5XIhGAyis7MTgUCAZyXYcJtSqYSlpSWEw2FeSWDVR4oMh4DXogYCgabpSFojqI7ajI2N4cyZM4jFYnzkmRXBYaV8Sv2coijY3t5GpVLBm2++ibGxMb6fXn2nVcHRzk3hcTGgrXA4HOjq6sLa2hquXr0KWZaRSqVQLBYxMTEBv9+PcDiMarXadNxh1J9qsRLx0RpTLYeRUrYa4YlEIljL++AP1bA6/X0QsslXQWdZi1QqhUAgYBrJEWJDIHi1YMG42dlZnD9/Xnd6lHZ/VjbV29vblDHVHqNtKjc6p9FzsixjdXUVpVIJH/rQh5DNZvfY+FZ+8agzHFoOW5C0U31ASGPgiN/vx+XLl6EoCuLxODKZDJ48eQJKKYLBIOr1esuovZ5PbKeE2GqGv5UP3Y/g0AvAWWkIdzqd6O7uRnd3NxRFwb179/i6KblcDtVqFQ6HA4QQ0+mahUIBXV1dLa/7JCMERwvUtai5XI43srFteoJjYWGBr1Lq9XqxtbXFt6sNolFdqpVIjlbYuFwudHZ2NkUgjEqvDltwHOcIDkPvvbjdbvT29iKRSODs2bMAgFQqhXQ6jXQ6jVAohEgksieycxglVlbEgtk5D0twaI2nkRORKQGxuUAkG3xeN18FPR6PY319HbFYDHNzc00Zko6OjqbzM8MrEAheDRSlsbaGLMvY2dnBhQsX9vRoqH1YLpfDs2fP4HA4cOPGDczOzloKxOn5SjXaQBy7tq2tLQSDQfh8Pvj9fuRyOcNMiFlwbj+Y+Ucr5z+oP23lj1r5K0mSEAgE4PP5cP36db4w4tbWFh48eMB7HWRZbvIlBy1LtuK7zDIa+81wmAXgzMbEsxG4bN0UAHj48CEcDgefrsnG2IfDYfh8vqb3XigU+P3Iq4gQHAZQSpFIJJBOpzEwMNBUPsWMhNqYKoqC1dVVdHd3IxQK8R4KvZKrVmliMzEgSY2Rgjs7OygWi7hz5w5KpRJvsmMYHWtVcLRj5I6bwGiFkbHzer18NVI2VSWZTGJ7exuUNiaShcNhvso2Qy/S0m796X7qUQ+jhtWoaU79Gs+37f4v1+BxNQtbv9+P4eFhAEClUuGla9PT03C5XAiFQjyK6fV6W16TQCA4/rB+xunpaQwODjZNBdSWGrMFSKvVKsbHx3Hx4kVsbm6CENLkAxlqQaHnK/XEhfY8+Xwe8/Pz8Pl8uHr1Kn74wx8aCgirwbmDfFb7ZT/9EwfdbuSbWC+Dx+PB7du3Ua1WkUqlUKvVcO/ePbhcLkQiEdTr9ZbnNMtoHFXQzso51FmSdtbYUG/XC9r19fXB4XCAUopSqYRUKsX7Ztg6WfV6nTfv6/Huu+/iV37lV7C5uYnXX38dX//61/GRj3xEd19CyMcB/CyAuwCCAOYAfJ1S+s81+/yhzuGXKaVTuic+IK/+0ob7oF6vo1wuo1ar8ZF52qgN+zLKsoxEIsFr9i5dusSFiFG2opURVf+R6BljANjZ2cHy8jK8Xi/C4XDbNa1qg30YERy9tO1xxqxHg0V2hoaG0Nvbi3PnzqGzsxPZbBbLy8tYX1/H/Pw8UqmU7pjYg9aOWjXA7QgOI4PbauSt+hzK7uFUrsHjdujuAzRWQe/p6cFrr72Gu3fv4tKlS3A6nfjOd76DP/kn/yQWFxfxa7/2axgfH9/z/Xz33Xdx9uxZuN1ujIyM4Ac/+MGea1a9948TQn6HELJJCCkSQp4QQv6Kzj5U599rhicWCAQtofT5op65XM6wR4P9XKvV8PjxY8iyjLt376Kjo8NyeVQ7pcZse7VaxZMnTzA0NMRXklb3ZLQSONrzGflHWZYRi8X4OlpGtPI1R4XZa5j5FqsZEafTyUcY3717FxcvXoQkSahWqxgbG8PTp0+xsbGxJ0hnJVjWruBot4zL6HXNSqr0rl3rQ/VGy7PzsuBmf38/rl69irt372JoaAiKouAXf/EX8e/+3b/Dr/3ar+E3fuM3sLy8zM/x7W9/G1/60pfwd/7O38HDhw/xoQ99CJ/85CexsrJi9BF9CMA4gP8KwFUA7wH4J4SQv6Cz7+sAelX/Zo1OelCE4FDBDOn4+DgIIU11o0YN4sViEQsLCzh//jyftcz2NRIPasHRyohqnyuXy1hYWAAAjIyM6GYsGAcpqSoWi7h37x7u37+Pubk5JJPJPU7FiONeo29W06r3mDWgDw8PY2hoCH19fQgEAojFYpiamkI8Hsfy8jKy2ewLzXCo2U+JlZmBVRtPJjgUuQavx/pYXFa69pf/8l/Gb/7mb+Lq1avweDz4pV/6JczMzPD9XhWDKhC8yihKY/Hara0tEEKa/CJD7bdqtRpmZ2fR3d3Ny0eMMv+AfqmxlUCcJEmo1+uYmJiALMsYGRmBz+fbE1gz8outgnPa/QuFAsbGxpDNZjE1NYWxsTHMzMwgHo/vie6z99TO48PESrag1bW0k33weDzo7++Hx+PB3bt3cfr0aV6O/vjxY0xNTSEWi5kKED2xYPa+Dsv/7adKwKwMq9V5WIXA4OAg/tW/+lf42Mc+hr/0l/4SEokEvvWtb/H9fvVXfxWf+9zn8PnPfx6XL1/GN77xDfT29uK9997TPS+l9Jcopf8PSukfU0oXKKXvAfgPAD6ls3uMUrql+mftZm8fiJKqXVgtqqIoSKVSe4ypNsNRKBQwOzsLQghu376NeDyOYrG4Z1+GnhHVG4GrPYYZsHq9jvv376O3t5cbYDMjuh/BwSYtXL58GU6nE9lsFvF4HPPz83A4HIhEIgiHw7z56TBSzgeh3dc+aH0ppRR2ux1dXV3o6uriNa1OpxNra2vIZrOo1+tYW1tDJBLZ0xAJtG/o9luPanYOoylVesewj1lRavB5A03nsDryr1QqoaenB5///Ofx+c9/vmmb2qACwDe+8Q38/u//Pt577z187Wtf23MuSukvaZ56jxDyE2gY1H+j2RajlMYtXaRAINgDpc/7GdnUIqOSKLa2xtLSEmKxGAYGBtDX14f19fW2M/9GfpGtVM6oVqvY2NjA+fPnkc/nYbPZdLMiWn9l5j+127a3tzE/P4/XX3+d93SyEezJZBJLS0uQpMaIVLb+SCv0sgsvUoDs57EVCCF8vadUKoWLFy+iUqkgmUwiHo8jlUrxtSy0wVkr2YnDEBz7CfSZZUmM/KFV0VcqlTAyMoLLly/z56rVKu7fv4+vfOUrTft+4hOf4Gu6WSQAYE3n+XuEEBeASQBfpZTqlVkdCh94waGuRe3t7W1q4tGKDGbkqtUqnj59iqtXr+LZs2dcnLSbJlaPwDVKE8uyjLm5OVQqFXzkIx9BPp9HIpHg2/XSxOw5o0iOnuCglGJ2dhbZbBZ37tzhYqezsxOdnZ0AGhmWZDKJlZUV5PN5+P1+lEolVKtVXpv/sgXIQdlPBsThcKC3txe9vb0oFouYmmqUP87NzfH+mq2tLYTDYbhcLkvnPKjhs5oebmUs9YynItfg97qb9jFzqgz2ndHyKhlUgeBVg1KKfD6PxcVFXLx4ETabjZcS6WU4ZFlGOp2Gx+PB0NBQkz9l9kLt97RBPTPBofUxm5ubWFhYQCQSweDgILa2tvZUELQqJ7YiOBRFwezsLPL5PO7cuQO73c6nXbEMOFtni/U2bGxsIJPJNAWg2Od5kmm3ioFVCYRCIYRCIX5foSgKkskkYrEYF5HhcPhISoqNgnbqc2gDcEaL56qx4jPbIZ/P8zJARjwehyzL6OnpaXq+p6cH3//+9y2dlxDyZwH8JIB3VE9vAvjrAMYAOAF8FsAfEEI+Tin9/+37TbTgAy04WAmVLMsolUp7DKc2w1Gv1/Hs2TOUSiVcu3aNr1XAtrcrOLTP6X2Z19fX0dvbC7/fD6fTaRq10TOsDKMMB7vhCwaDGBkZASFENzXsdrvR19eHvr4+7oSePXuGubk5UNoYmcc+zxc1jWg/xq+dGtb91IY6nU4MDAxgYGAAlFK8//77KJfLfAX0crmMRCKBcDjMy/Za1bBaSYubGVi9BjirER5ZAQCye54afD6X4TGtMBIcr5JBFQheJWRZ5oulZjKZlsE1QggSiQSePXsGl8uFy5cvY2Njg9+Yq/2VXiCvnQyHoihQFAXlchmbm5u4fPkydnZ2+HatD9QrY7YqOGRZxv379xGJRHDr1i3ToBrrbejp6UG5XMazZ88ANAJQhUIBAPgK7MDBBIiZb9hPAK2dx/u5RpZJDwQC6Ozs5KXoTqcTW1tbSKVSoJTC7XbzLJGVDH+72Qq9c5iVR+kd0+7rtKJQKOwRHAyzLI8RhJB30Mj6/y1K6ajq+GkA06pdf0QIGQLwFQBCcBwmiqJgY2MDtVoNvb29eyI12sxBrVbD6uoqzp49yxc0UtOqLlX7nJ7h1R6TSqUwPz+PUCiECxcuIJlM7jHGehkOo9Sxen/1tlqthqdPn+Ly5cttzX9mKVOfz4ehoSG43W5kMhns7OxgfHzccGTecaPdFPJ+DLLNZsPQ0BCGhob4AlSsAZ2Ju1wuB6/Xy535QWeK7+ccRhGekmpsPZVr6PC69uxjhWKx2HJRo1fBoAoErwKshOrJkyd4/fXX92Tjma9jfpNSikqlgrm5Ody8eRPj4+N79jXrx2A/a9fc0NpgSZJQqVQwOjoKu92Oa9euoVgsNgkJI1+pF5wzqgagtDGdMJvN4ubNmzzT3w6s7IwFoHK5HObn51EsFrG2toZarcYnIoZCobbPr8UsgGbl+Fbn20+JlVkAjVLaJNISiQR2dnZgt9uxtLSEfD6Per2OjY0NhMNh3TJlvaqAw/ChrQKBgLUMRzuff6lU2jPJsbOzEzabjS+xwIjFYnuCdFoIIR8G8F0Af5c2+jjMeB/An7d8wW3ygRMc6lrUer2OUqnEozZaI8r+39jYwNLSEqLRKIaGhjA1NdVSUGhnj2u36xleZiSZ4Z6ZmcGFCxeQy+X2HGM1w2EmOFZWVpBOp3HlypV9LzbDzsXSyj6fD1euXAEAJJNJPrHC6/UiEons+VyOGj2DeJiCot3HNpsNdrudj5Gt1Wp48uQJUqkU1tfXYbfbIUmNKVnqKJ02q6LFrJb0IBGeQlkVOZJr8PubS6qsCg42AlDLq2RQBYKTjqI872fM5XJ7sgXazH+lUsG9e/dACMGNGzfgcrl0A2lW/aJWKGiPyWQy2Nrawq1btzA7O6ubzTASF2b+U83Ozg5f+Xk/YoO9rvax0+nE2bNncfbsWcTjcWxsbPA+SXbz3Wo86kEw83d619xqfyuCw6wqQM+/OZ1OXk1RKpXw7Nkz1Ot1zMzMoFKpoFKpYHt7G+FwmJfotfMaephVBeiVJVvxu+0IDu2YXaCR+RkZGcH3vvc9fPrTn+bPf+9738OnPqXXA96AEPJRAN8B8PcopV+3eAlvoFEZcCR8oAQHKwNaWFjApUuXDFcvVf9cKpWws7PTlLLVy4Zo08ytsiV6RlSSJJTLZTx8+BCUUty+fRuZTAaZTIZv1ztPO1EbdqwsyyiXy8hms+jp6WmaoX5YOJ1OnDp1Cqurq7h16xbv/yiXyxgdHUUgEEAkEjkW9awHLbE6SAra4XDA6XTi3Llz8Hg8XGymUinEYjF4vV64XC4eRWTfHe0591PDqhet0c1wVJoFR4dvfxmOfD6vKyBeJYMqEJxUKKV88dpgMIhgMKibcVX7OuYfr127huXlZd0Ai5Ff1D5nVlJFKcXU1BTS6TR6enoQCoUMS6W0zxmJGb3y43q9jq2tLdjtdty+fRv379/X/bys3ki28nE2mw0ej4cvpLqxsYGdnR2+RoPdbofL5UKlUjk0P92uoGjHPx7GOfX8m8PhwOnTp3H69GkoioL3338fxWIR6+vrvOwvnU6js7MTdrvddI0pPfR85mEsBGi1uqPV9+TLX/4yPvvZz+Lu3bt455138M1vfhMbGxv4whe+AAAghHwNwF1K6U/uPv44Gr7xXQD/mhByil0SpXRnd5+/DWAJwFM0So7/IoCfgf4kq0PhAyM4WEaDpUlZqlOb1WA/Z7NZzMzMwGaz4fr163zkKbBXnBiVNVnZziiXy1hZWcGVK1dQrVZBCNkjJIwyHGblWsDzP2qWirbZbLzp3SwLAAAzK3kM93ths+29aVUfr/eYEAKfzwefz4etrS2MjIwgm80imUyiVCrh3r17fKrHixYgBy2hMruxt1IWpD7G5XLB5/MhEAggGo2iWCxidXUV6XQao6Oj6OjoQDAYNH0fZpEXo+vQW5ejoBYcSg0dfk/TMVYNaquSqlfFoAoEJxF15r9SqfApVMwvqgWHJDX6Gaenp5FKpXD69GlEo1Gsrq5aEhTa7a0y/+z4UqmEYrGI3t5eXLx4kWdDjcqTtUKiVXBO/ZwsyxgbG4Pf70ckEoHNZjuQT7LiH9WPnU4nOjo6cO7cOVBKsbS0hEwmw/v/7HY7PB4P/9kMM//T7nYrGRIzrJRYtfKpkiTBbrfzLBGb4JnNZrG2tsb31d4fmVUJ6IkH7UKAVjIc6v5VvaxIK9j9kpbPfOYzSCQS+OpXv4rNzU1cvXoV3/3ud3HmzBm2Sy+AYdUhnwPgRaN8WD2NZRnA0O7PTgD/EEA/gBIafvLPUEq/a/mC2+SVFxx6tahGIoNFkcvlMqampnDjxg2+JofRiFxmEI0Mq3q7Xl0qMyobGxvo7e1FT08PlpaWdIVEOxkOveey2SxPRT99+rRpWyt+/TsK7k2WUStv4U+/UcCf/3M3DvQ7kSSJT6xIJBK4ceMG0uk0YrEYisUiHj9+zMfvHlSAtBt90R5z0IyGlZSqkUhhQi0ajcLlcmFoaAi5XI6vMj82NoZgMKg72cNKxsPsOpixLGlKqoKBwy2pAl4dgyoQnDQURUEsFkM+n8fAwIDuSuFqqtUqkskkgsEgzp492zStyYqgaHd7Op3G2toaPB4Pzpw5g3w+v8cH6lUQ6AXs2GrP7NxqX7m1tYVSqYS33noL6XS6ZbnVi4CQxiJxkiThzJkzPPuUz+fx6NEjfuPt9Xot3/jvR4C04x9bvRf1Me1k481ew2638zJlm82GarWKZ8+eIZ1OY3t7Gy6Xq2ngjl6Zst7raicwGgXX1NdmZdKVEZTSlt+1L37xi/jiF79odOzndB5/Tm9f1T6/DOCXLV3cIfFKCw51LWo2mwXQfIOtFRxsRdR6vY5r1641TQvQ1qJqxYW2qc7K5I1arcYjNxcvXuTX2KqWVZsm1pZzGZVUzc7OIplMYnBwsClCbsWgLiUC6Ah58ezH/wnL0SiA54JDL2LTLg6Hg69rkc1mcfHiRT7TvFgsYnJykguQo+agAsMsWmPlNY0MMCEEgUAATqcThUIBr7/+OjKZDFKpFIrFIu7fv49QKMSb9c2Mut6KqHrp4VK1cW2K3PhOB1UZjnYFR6um8VfBoAoEJwVWQsUmCxaLxT3BNW358NbWFubm5uDxeHDu3DlsbW0Z7suea7eHg6EoCra3t5HL5fDmm2/i8ePHhqVS6kyEkc81ynoA4Nl2n8+Hjo4Oy4u4mmGW0WgHm80Gn88Hj8eDgYEBVKtVzM/P8+y31+sFIaSljdViJYNhtn+7n9F+gnZm2Qn1Pk6nEx6PB93d3QiFQiiVSlheXkYmk8Ho6Ch8Ph+CweCe85j5SCvlUXrHWPWP1Wr1SMrbjxPHc3TQAWFZjZmZGeRyOUiSpJuuVRvIcrmMpaUl9PT06DaItVoEkC1co2dY1QZR/RxbrdThcODKlSu6x5iVT7Uqs2LPVatVFAoFEEJw7tw53WiFmQEkACA5QAiBrBMZ1/v82zm/FrZi6dWrV+H1ejEwMMDHyrIFFxOJhOXVz82u9bAFRrsGud3+C/ZYvQK6z+fD9evXEQgEEI/HEY/HMT09zVdAt1LTalSGVd6dUsUEh7qs7jAFh0AgeDFQSlEsFjExMdFSZLCfWVnTxsYGbt++ze2ElfWn9LIl6gCaXiBPURTcv38fkiTh1KlTcLlcuqLhoJl/Vs0gSRJu3ryp+xqtPsODchAB4nQ6EQgE0Nvbi7t37/IyrO3tbYyOjmJqaorb/naviXEY/k3LQYN2VjIN6n08Hg9CoRD/nIaGhniwl31O29vbe+4PrQTptBxkXY6jGhRwnHjlMhyUNq+twdaTUE+eYjADuLi4iM3NTZw6dQq9vb3IZDJ7+h+0hlFvtrj2vOrt7DlKKW8Gv337Nh4/fty0n/aYVqljPWGiNqzlchljY2PweDw4e/YsksnkHuNmSXAQCoAAxHh84FHBovqBQABDQ0MYHR1FJBJBMpnEwsICisUilpaWEIlEDOdXW3kNxmEYw1ZGS492y7KMzqnOFFUqFQwODqJUKmFtbQ3JZJKnlcPhMAghuoJDLz1crjVnOFpdeyvMxuIKBIKjR1EU7r/S6bSu4FCXSbH1lux2O65fv74na2HUo2Hkr9Q/6wmWRCKBYrGIy5cvg1LatNCtUbWAFf+pzY6wBXzPnDnD1xjREyYHod3z7Pd1WfltOBxGNBrFqVOnkM1msbS0xMuVw+EwFEVpGiv7IgJqWqwE1LQjbQ8riMcyQDabjVcJZLNZpFIpfr/EqgTq9bqp0LGSJTHz/4wPQkDulRIcitJYW4MtItYqNQw0bqgymQz8fj8uXbqEVCq1Z1/tiFxgf3WpzOCNj4+jXC7jzJkzXM0aRWjMsh6tREgsFkMmk8Hbb7+NyclJQyPajoEjIJAVM3Fy9AIkGo0iGo0CAN5//3243W6sra0hl8uhUqlgfX0dkUhEd163GYddQmWWsla/L4ZeCrmVqNGDORYW2VlZWeHfkYWFBRQKBSiKgs3NTUQiEZ7K1V6HzWZrEhx6L2vV4Rgt/CcQCI4elvmfmJjA5cuXm8qQjHxlsVhELBbDG2+8genp6T03g2alxkYZECNRsLm5iVqtBq/Xi2g0ikQiYUlImGUz1JkLWZaxtLSEXC6Ha9euwe12I51OGx57mBy1f2RIUqNPsrOzE5IkoaurC+l0Gqurq4jFYnzh2XZXxrZSYmXlHAcpqbJyE28lW8EqX1g/aTwex61bt5BOp5FKpbCzs4NsNovOzk5EIhG+Zkqr93qQDEerHsdXhVdCcDBDWq/XUavVUKlUQAjh49GAvYIjmUzi2bNncDgceO211/jCetp9jWpEWwkZPcOaz+dRKBQwNDSEaDRqqcdD2+BmlPVQGzFKKWZnZ2G32xGJRHhdp9YoM6xlOJ7/oMjtH3+UBpal3E+dOgVKG6t6K4rSNK97Z2cHoVDI0urn7dasvqgSK7WT1xM1Vs7h9XrR3d2NgYEBZLNZLC4uolKp8Ako7LNSr4Bus9lQZYJDqUGS9l/T3GoVVYFAcHSw8lpFUZpurhlan8fWByqVShgeHkYgEDDs0WhVamyUOWH7MjtTrVaxvr4Or9eL27dv48c//jHfT+sD7Xb7HiFhJfOvKI2R8Pl8Hh0dHeju7m5qJlafz6owMLPnZud5UQKEZb/ZvRGrEtje3kalUkE+n0ckEkG9Xjf1Vwf1b+0KDLPtRq9hljXRO4fNZuMBzUqlgv7+flSrVWxtbSGZTPJS5nA4zBv61QjB0ZoTLzhYidLW1haGhoZgt9tRKBQAtF4RdXZ2FiMjI3jw4EHTdnac1nCqpxVYqVtVb9/e3kY8Hue9CZubm7pRG61hVdeRGkVt1CKkUChgZ2cHAwMDGBwcxNTUVNOx6tdgtCM4CJGg0NZ1rdrztZtubRfta9lsNgwODmJwcBCK0pjXrV7Vu1KpIJ1OIxAIGBqtg0RfzMqh9mOQ9XorWr2m3jF61+l2u5tWQGef1crKCihtNJT6fD6Uq92Nc8gHExx6q6gKBIKjg/0dz8/Po6urC16vV3fUrdr/VSoVbGxs4NKlSwgEAnwftT9VP9cqUNdqhXJmkyqVCsbGxhCNRuH3+3npi1EgTu0X9Uqa1b5SfZ2lUglzc3O8b3JycnKPgLGa4VCXX7VLu8e02t8s+GQkGNi9CMv4BINBJJNJPgSgWq0iEonw/lSj8x2G4GhXYBykpMrosdE5XC4XQqEQuru7sbGxgXK5DLvdjpWVFeRyOdRqtaaKCjNf3QpRUnXMUU/YMKpFVf9cKpUwMzMDQgjeeOONpokARseZGVk9wcGMqSzLvHb+7t27GB0dNTze6nNGqeNqtYrHjx9zdW4kVrTXaklwPN8ZitK+YHlZSJK0Z1XvsbExbG1tYWZmBm63mzfVs0zQQTMWegJjP4bOTCyYndPsHNrIi82mvwJ6Op1GPJkDEIUiV2GT9n5GVmFlggKB4OhRZ/4LhQJCoVCTj9QKjnq9jpWVFaysrCAcDqO/v79pbQ29KVNaX8l6JvWEgNafsdKmcrmMD3/4w0gmk5Yy/3olVWr0fHI+n0cmk8HNmzcxMTHBj9UG4lpVA+yHgwbg9mNn2zmGvX/WJ+l2u1Eul9HR0YFkMol4PM73iUQipgE0q77hqDMc7QoOK+VRiqLA7XbzFdDL5TKePn26p6IiHo8jGo3yFdCtrJcCfDBKjk+k4GCGdGpqChcuXDBcW8Nut/MUbqVSwfT0NK5evYqlpaU9XzBtpKZSqfCfWxlZbZqZ/XGwBfbYCDujutdW2Qxt1kMvaiPLMmZnZ1GtVvH2229jYWGhZf3qgTIcIFBeQESnHdoxrg6Hg5fQAY365IcPH2JhYQGlUgkdHR2oVquo1WpcjO5HgJj1cLQbndlvTWs7x2hfg31Ww8PD8CwGgfxuhoMQPoggFApBURTLUa3jKkwFglcN1p/FymfMfBYbi5vP53H9+nUsLi7yfdUN5NrjtH7TaF9grxCYnJxEMBiE1+uFx+OxFHTTK59q5dMobaxOns/nce7cuT0ZG20g7kX0cGjRCpKjtJNmtpoFhVjgMhQKIZ1O8z5JFthlUX0rGZV2r2m//k7NfgSHlSoBbVmWy+VqqqgYHR1FuVzGxMQEz26EQiFLCzWKkqpjiKI8X1tjZ2cHFy9ebJnVYMIkm83i3LlzfEVUs0iNXpqYYZThYMYikUggnU7j7t272NnZaSlutLWs6uf0alDVsFT5qVOn4PF44HA4DKM27QqO5hT18x/MMhwvuqTqIHi9XjidTly7dg2KoiCXyyGRSPCoRSgUQrVa1RWUVh+bZSf0aNfgWjHAVtblMKpHrdWfN407nXbcuXMHxWIR8Xgc1WqVr4DOVotvNUv8OH8fBIKTDhMPtVoNxWIRABCNRltm8JPJJKampnipUalUalkGBTQPNrE6TIUdn06nsbOzg6GhIQwPD+OHP/yh4fF62QyjrIn2uXK5zFcn7+/v32Pf9LIZhy04rAiMo8TsPZj5I0opHA4H75NMJBJ8hOzMzAxKpRIopbxPcj+Cw+zm38pjs3Pux4eaVQVot0tSowmdrYAuyzKePXuGYrGIR48egZDGhMhwOIxgMLjn9URJ1TFCbUiB5zWUgHHGoVarYW1tDWfOnMHg4CD/suiVSbUyyFbFiSRJmJycRKVS4SlK9ZQNhpWojd4x6j+sdDqN9fV19Pb24vz584jFYvxzsRq1sWpYn+sNCYpSb7nvSUWSJASDQbhcLty6dQv1eh3pdBpbW1sYHx+Hw+FAJBLhETxGuxkOrcPU4zCMpd45Wy1i1Mrg1mT2uA67vVFf7fP5YLfbkclkcO3aNeRyOSSTSd6AzlZAZ836+y3DEggE1qD0+Uh4QhpDU1imXm+ACqWNRvKZmRncvHkTjx494tu14+QB/Z5IdaDMbCokIQTpdBqZTIYvyqZGzwea9UsalVTlcjmsrKzA5XLh3LlzWF5eNgy27UdwUEoRi8Xg8Xjg9/uPtW0zuzlXY3ZzTwiB0+nkUf1MJoPFxUXe+6coCvedgUDA0udy0ADbfjL8Vpq7za7LrCHcZrPB6XSiq6sL4XAYtVoNqVQK29vbmJ2dhdPp5Asa+/1+FAoF9Pb2Gp7vVeBELPzHSqhqtRoIaawfoP0jYDBDt7W1hYWFBYRCIZw9exZ2u13XiDKDpTameoZVu6/ayCqKgmKxiFwuB4/Hg2vXrvHr0RpJI3FhJjjYazMnMTU1hcHBwT2KuFV2xKphpZRifn4e4+PjWFtbA8C2t5/hOKnY7XZ0dnbC6/Xi1q1buHLlCl/he2JiAk+fPsXGxgb/TjLajc7ocRgZDu3vQO8YM4P7/O/ieYbDoUoLM9FCCOHrpNy8eRO3bt1CZ2cnstksnjx5gt/8zd/Ez/7sz8Jut6NcLuu+53fffRdnz56F2+3GyMgIfvCDHxh+PoSQjxNCfocQskkIKRJCnhBC/orOfh8jhNwnhJQJIQuEkC8YnlQgOMEoioJKpcLFBhMc2mw/+7lcLuP+/fsAgOvXrzcNczBaZ0PvZ6Nsg9aH1Wo1zM7Oolar4e7du3C5XC0DcXq+tlU2g0EpRTweRywWw8jICC9jMfKp7VQDMOr1Oh4+fIhEIoHl5WWMjo5icnISW1tbewJSWoz87Yuk3WyBGj0B4na7MTw8jJGREVy+fBl2ux1bW1u4d+8enjx5wvskjc590KqBoyixUr8/hjZIp9cQrleWxfyqw+FAd3c3XnvtNdy9exeXLl3iDeif+cxn8Nu//dv40Y9+hPn5+T2f1aviH499hkNRGiPz2JdO+wvVu4HLZrPY3NzE1atXsbGxAcC4vlRd0sRoZ3Y4S0mvrq6io6MDfX19bR/PntP2XKiRpEZD3pMnTyDLMu7cuYONjQ1DI6o2bOosip5h1TqGJ0+ewO/3Y3h4GOl0GvV6DYANhDR6U6zUI2qv56TCPiOXy4Xe3l7E43EMDw9DlmWkUikkk0mk02lEo1E+VlA9fleb0dBLH+thZnBbpXb1sFKPqidaCCGo7349FLkGl9N85J/N1lgBPRKJAADOnj2LQqGAP/qjP8I777yDSCSCb3zjG7yX5tvf/ja+9KUv4d1338WHP/xhvPvuu/jkJz+JyclJnD59Wu/tfAjAOIBfBrAJ4E8B+CeEkDKl9N8AACHkLIDvAvjnAP4igA8DeJcQskMp/fctPyyB4ITAgnFsnKn6b1grMlh1AOtnvHLlCjY2NvZkvY0CbvvN/MuyjNHRUfT39yOdTkOSJN3eyP1m/tl7pJTi8ePHqNfrGBwchNvt5vsZZULazXDk83k8efIEZ8+eRTQa5fuwDO/ExAQUReHlpcFgcM851Bx2ZuQwMskHCaDZbDa43W5u2wuFAh4/fswX6e3o6ECtVkO1WuWTP9sVA/sJ4h1FlYD2sR6tsiAejwcejwd9fX34rd/6LXz5y1+GJEn42Z/9WXi9XvzWb/0WgFfLPx5rwcGi+QB0vwzaaRv5fB7j4+OQJAlvvPEGisWiblZD72ejEYF6PzudTsiyDEVpNOYVi0W8+eabfMye1ki2mrxhlH3QGsdqtYrV1VWcP38ehUIBNptNdz+raWK953K5HMbHxzE8PIyuri5Uq1X4/X64nE4UqgAIQa1Wx6NHjyBJEsLhMJ/t3g6HVV5jJVJ0ULFjVDLl9XrR0dGBUqmE7u5uUEr5XHM2EY1N9TArsWpXLGjLtqyIGL10sHrUc6toTZ2VVMlVuJzNGQ4rU6cikQh+6qd+Cn/4h3+I3/3d38XGxkaTI/7VX/1VfO5zn8PnP/95AMA3vvEN/P7v/z7ee+89fO1rX9tzPkrpL2meeo8Q8hMAPgXg3+w+9wUAG5TSv7n7+Bkh5E0AXwEgBIfglYCVsOgF44ymNGYyGQwNDaGrqwvb29tNIkFrW4yCZ2a9jUzsrK6uolwu46233oLD4eCrhuuVNVsJzumVRSnK83Wuzp49C0mS+Gh89bmZH9Yeq/ajeiKEsb29jfn5eVy7do0PGGHnYSXUQ0NDqNfrSKVSiMVimJ2dRalUwtraGiKRSNMIXj0OO0C3n36Idm7uzR67XC64XC5cu3YNlNImYSbLMi81Uvunw8jwa9lPwE2LlT5I7d+gVR8pSY3+j7/wF/4CPvrRjzZ9B14l/3isBQeL2Bj9AaoXF6pWq3jy5AmuXbuG8fFxEEK4sUxma0hkarCjddSGoTVy2qgNM1BjY2P8xtPpdPLXM0szt5sm3t7exurqKnp6ejAwMICVlRW+n9aIqq9R/TmapY5ZCdr169fh9/ubXp+dihAJLpcLt2/fRrVa5atxsrpEdoN9kjMaWqykd+12Ozo6Ovg0GLfbDUmSsLGxgWQyCbvdzqP+VtbQ0KInFswEh9Z4mpVUtYrWyOoMh7c5e2NmpBnFYpGX//X19fHnq9Uq7t+/j6985StN+3/iE5/gzaQWCQBYUz1+G8B/0uzzHwH8t4QQB6W0BoHghMOEhp4NUfs2WZaxtraGwcFBnDlzhv/d6g1ZUQcitNkOq9MbAWBlZQV+vx+BQICvUaDn99T+Sbtd68f0fGUmk8Hm5iY8Hg96e3uxs7NjGIjTe84sEEdpYzHdbDaLO3fumC4ga7fb0dXVha6uLgDA+++/DwCYm5tDqVRCrVbjC6wed8xKrtoRMEyYafskNzc38fDhQ75YMVuc0OprHGVJlfYcrcqQ9c7Rzjocah/J3t+r5h+PteAAWit+ZgCnp6chyzJu3769Z4G+uW0v3v1+GtUqQS27hv/t7w+bCg7tdnZTz57f2dlBsVjEnTt3oCiNaVmAcTP6fgQHy6CUy2Wsra3h/Pnz3Ni3+myMntPLorCfY7EYHA6HoTF9/rf9vIfD6XSip6cHxWIRPp8PXq+Xlxfl83leYgQcXY2q3nnbTbVaod0Ij8PhQGdnJ3p6erC+vs5/b3NzcygUCpAkiQs0PXGgpd0Mh57hO4jBlZXnPRwe1/Pvh9XoDQC+1omWeDwOWZbR09PT9HxPTw++//3vWzo3IeTPAvhJAO+onj4FQHuCbTRsXicaqWaB4MRjZONYD0csFsP8/DyCwSCGh4exvr6+x6exn1uJCKMGcgbzZaxhOxKJ4OrVq7h37x63Fe2WGuudn6EoCtbX11EsFvH2229jbGxMNzthlLFQiwv1cyyIRGmjCZ9NYrp169a+/IkkSRgYGMDAwAAqlQoeP37MF6OllEJRFGSzWXR0dOgefxD/uR+BYPYeD5LxUMP6JN1uN+7cuYNKpYJkMolSqcTLutmglqPIcGiDeGpfZrVKwEofZDs+UtuT+6r5x2MvOFqhKAoeP36M4eFhlMtl3ZTybGIATl8AqdiPsDk3imz+7p6mOD0jq97OGl0JIXyhIq/Xi3A4jFQq1dJIEkJ0+0XMDCtr6iOE4NatW9jZ2WlquNVGhNSv18qwql+3Wq1icXERDocDN2/eNDQMBKpSL4ObfL/fD7/fj2KxiJ6enkZmKZlEJpPB06dP0dnZqTu3+6C0ir4cBVaiLdrP0eVyob+/HwMDA0gkEtja2kKhUMDa2hpkWeYpeL1ReXrn3K94aHWOVgaXzQlQlBo87v0JDrNFjbSfmVWxSAh5B4008d+ilI5qNmu/EMTgeYHgRNLqb4QQgkwmA0opXn/9dWxuNu4h1D5NKyJYCTLDbEoVex12Y1UsFjE+Pt40FZL5U+2q4+pSYxYJNvOL7Bh1hYHf74fdbm8qCWslZtTna1WSXK1WMTY2BqfTifPnzx9K8Mpma15gNZ1OY35+Hmtra8jlcny0fblchtvtPvSAmRkHFSj7ETAM1icZi8Xw2muvoVarIZlMIplMIpVK8b7AWq1mWvalpV2fqXfdehkNu711iXE7VQCtfOSr4h9PpOCglGJlZQWZTAavvfYa+vr6sLm5CVmWmyL0kiTBLsmQJAfc3ka0PZMrwW3fa+wA44lVLNOQSCTQ1dWFkZER/OhHPwJgXOPK2E+Go1gsYnV1FdeuXcPMzEzTtbGfjaI2RrWq2v3r9UYvRnd3NyRJMnFcz3+wstK4zWZDOBxGNBpFsVjE2bNnkc/nsbS0hGKxiGfPnjVlQKzSrqA4rAxHq3NaqYHVGhy3241z584BaPTNTE9P83pfp9OJarWKfD4Pn8/XVG7AOIz0sFk6WP2YCw65Bp/XZXiOVhjNGO/s7ITNZsPW1lbT87FYbE9URwsh5MNoNL79XUrpe5rNW2hEcdQMAKgD8BFC2M91ALLmH939HwAopVSGQHCCKBQKePLkCQghuHnzpuV+RrUvopQaBue0fq1Wq2F6ehrVahUf+9jHEI/HeR+FWlAwG64uz2o3w5FMJlEsFjEyMgIAvMKgVSa/VeZf+xyljUlXqVQKb731FiYmJgyz6QcNcjkcDrjdbly5cgWUUmxubmJzcxNTU1Oo1WpwOp08U2Vkaw+S1dfb38yftev/2g0Ksu8CC2KyPkkAvE+SCUJ2D2EmFtrtC9ErhTIL0lkJ9LWCNdWrecH+sRsNf5iwdMH74NgLDu0vq1qtYmJiAm63G729vbyESj32Vi0cHFLjObujcaOUyZXg73LzRZH0JmtoDWs+n8f9+/cRCoXQ29vbdE3aqE+rKIqZYaWUYnl5GZubmzh16hQ6OzsxOzu7p/9C20vCaCVC1Ns2NjaQy+Vw8+ZNyLKMTCbT8ncgsR4OGPfTMPSMl9PpRF9fH/r6+jA2Noa+vj6kUimsr6+jUChgYWEBkUikaRXY/WBmbPfjHA4a8dHrlVBvZz0fly5dAgCe2VpaWuI36ZVKBbVajZ/nsOpRrRpPqhIcXk9H0z5Wp5UZraLqdDoxMjKC733ve/j0pz/Nn//e976HT33qU4bnI4R8FMB3APw9SunXdXb5EYCf0Tz3aTSiOH8EoAagDKAIoLD7rwggr/pXBfAYwP/HynsUCI4DGxsbWFpawpUrVzA5OQlCiOkgFL2fme1SiwS9bAelFPfu3cPg4CByuRzPNlgtj2I/azMgemIgkUhgZ2cHfr8foVAI2Wx2j1+0kuEw8pUAsLq6ilqtxtdHOAxhoX4Pej6FbWM9oRcvXoQsy1heXkYymcSDBw/gcDhgs9ng9XpbXn8rrPjIdrYfRcZD6yOZ8A0EAgiHw/yez+VyYXNzE6lUCgCwtrbGt7eb4dd7rJetaKdKoF2KxSI8Hk/Tcy/YP34SwCSAPkKIjOcBuToABc8DcsruPwBQKKWWpwYde8GhJpVKYXJyEufPn0dPTw/m5uZaGk6W4QAA267gyOXLkHq8liZWsYhDOp3G22+/jdXV1aa6Vb30rZXJG1rBoiiNSSOlUgn5fB4XL17kIkBPXKij3tpITqs0MaUUhUKB9w94PJ6W87HZdRKJPwFNgqOlATU6ZyAQ4OujsFWqt7a2MDMzg3K5jPX1dX59rTAzti8rw9FOxkNrtFwuF5xOJ65evQpKKfL5PB4/foxnz56hXq8jFArxmmKjcxx2TatacPi97qZ9Wq0qrqZVuvjLX/4yPvvZz+Lu3bt455138M1vfhMbGxv4whcaY8EJIV8DcJdS+pO7jz+OhjF9F8C/JoSwSI1MKd3Z/fmbAP4GIeTrAH4djfrVP4uG0PhbAPrRaKRj/4K7/3cC8KNhG68BGIUQHIJjitrWyHJjZWNZlnH37l3LkxfVjeDafdQ3UHrbNzc3kc/ncf36dXR3d++u27R3YpWe4NAG+lqJlHq9jqWlJVBK8eabb+LevXuGftEsw2GU9ahWq9je3kYoFMLrr7+O6enppv2Pglb+yWazoaOjA4QQnD17FuVyGQsLC0gmk4jH4zwabtT7AexPQJhtb7W/nlhoV3BYyei73W50d3eju7sb8Xgc8XgcADA/P8+zedvb200CRXud7QbtCCF7/t60PRxWy6eM3reeYDHzj7/wC7+Af/AP/sEfHIJ//CwaQbb/jIbIKKERhFMH5fKq/ysA7gP4Havv8UQIDkopFhYWEI/HcevWLX4jqrd6qvpnh8MBh203jWxvfOly+bKlCI+iKLh//z5cLhei0SifPKQ1bkYlVeosi1mkp1AoYGxsDHa7HVeuXEEymWw7amOWOq5Wq3j8+DEA4I033sCTJ08sR0meV1TtLak6KIQQPtGDUorR0VFQSjEzM4NKpYJKpYJ4PI5QKKT7x3jQ9HG7WMlotPO41fkIIejo6IDL5eLZqHQ6jUQigampKb76ea1Wa8oe6EVntOhlXszGBCpyDX7f/kuq+vv7dbd95jOfQSKRwFe/+lW+fs53v/tdnDlzhu3SC2BYdcjnAHjRGOGnHt+xDGAIACili4SQnwbw/wLw1wFsAPgNAGVK6X+wcs2EkE8B+B8svUGB4CXCRpqfPn0a/f39e+zcfjIcrYJnQCOT4nQ6EY1G9wyEsNpgrv7ZyFeydTw6Ozv5zajVfg11wK5VcE6WZYyNjfEqBj3f+rJxu90IhUIIBALo7+9HLpfD4uIi1tfX+c11rVZrGQSy8j7aERja/a0cb0VwmPlYrW9yOp28Mb9cLmNiYgLFYhHr6+tQFIU3pAeDQX7P1m55lJ64MsuKWKXV78XMP+72Zh2Gf/wdAB9DIyA3AP2AXBcaATkbgOsA/g+8SoKjWq3i4cOHCAQCuHPnTtMvmI3xYz/rGUsnExy2XcFRKBsaQ/Z8KpVCsVjEpUuX4PF4MD8/b/gaepEa9c9mgiObzWJrawsjIyN4+vQp/+NSH3OQqA3QWOhpa2sLly9fxuLiIlfqVgWHxP/WCbTZM+3xZo9bQUhjDDIzHIqi4P3330cmk8HS0hIkSUKlUjGc6GHFuLVbT2p0nQw9AdEqo2ElemMUJbHZbIhGo9jY2MD58+dhs9mQTCYRi8UQi8WQSCT4aF7ta2rRRmO02QpmgGt1gElOPcFhNaJTKpV0S6oYX/ziF/HFL35Rdxul9HM6jz+nt69mvz8CcIs9JoQEAHTs/mwHQKhq/B8hxIHdN0spraIxteN/M3sdgeBlQSnF2toa7/kzinZr+yfMRIaeSGDbi8UilpaW4PP58MYbb+Dp06eWBIXRdnYDqFeqvLGxgVKphLfffhu1Wg3b29tNxxuVGrcSF1rfx17jnXfewdbWlqFvPQzarQhodZ5AIMDX9ujq6kIqlcLS0hL3CSwYpXes+rXbFQRm/k+NWYDN6mu06tHQ2+5yuXD27FmcPXsW9XodY2NjiMfjmJ+fh8PhQLlcRrlchsfj4fdbZutSaTGbUqV971bes9H+rfzjt771LXzrW98aYo8P4B//KoA5SulvW7zevwLg/2JlX8axFxxskaLOzs4928zSwQDgsu8aUFujmTxfrBiOvSWEYG1tDdlsFl6vF11dXSiVSi0FhXrilPpcVvo1pqenkUql0N/fj0AgYJi5sBK1MerrWF9fx9bWFgYHB9Hd3Y2FhQV+XssZDtbDQaRDyXBYNbCSJDVN9CiXy3jw4AGf6OH1elGtVlGpVCyV9hxFlEpPULRj0A9SDuV0OnHq1CnebMZGE29sbKBcLkNRGive6k2/sppSLlbUx9Tg97mb9jmsKVUvAkppFkCWEEIopQ0pRUgXgCiALUppWrP/f0YjvSwQHFtYCZXR36LW5uwnw8Gy+aVSCQ8fPsTg4GDT6uZaQdHOJEitz2Jsbm7C5XLB7/fD5/Mhm83uOUavpEqv6kDPVwKNhnO32w2fz9c0pOMwBUerY/UCYvt5LSY6CoUCPB4POjo6kEwmkUgkEI/HkUwm+TpZ7V57q4Ca9j2Y7W/Fv+ldQztBOu1ju90Ou92OixcvAmjcRzx69Ajr6+uYnZ2F3+/fM3BIz7dpf1f7Kctq9R6PQRbt36ORGWHBN2gCclyR7QbkVgD8ZjsvcOwFR3d3955RfQytgdTLdridu8ZIanyZisXqnuPK5TIfwRYMBnHnzh38+Mc/5sar1ZocTqdTV1C0EhyVSgXFYpHfTGezWb6d/XG1EhKtojbsWEVpTNba2dnB0NCQqh5fNeJWY4i1MONByO52QqDdtd2MxkFKmpxOJ5xOJ5/okclkMDk5icnJSdTrdQSDQdTrdR5paPfmfz8cVGDs55r0ziFJEneabrcbuVyOj21eWVnhzflMgGhfRy/jYbPZUKyoDKhcQ8cBSqpetuAAgF2xQXeFxl8H8NNoNMBtE0J+COA3KaVrLU8iEBwTCCEYGhoytLnq5m+GesCKmX9jryHLMmZnZ1GpVPDRj34U2WyWrxpuVH5llC3RZvG1gqRcLmNxcREejwdvvPEGRkdHDX2pnrhwOBymGY5KpYK5uTnY7Xa88cYbfOqknl886gzHYUNIo/mcBeT8fj8cDgeSySS2traQSCSQz+e5AGnHfx3FYzPMrrHdG3232w2Hw4ErV65AkiTk83nMzs5ibW0N6+vrCAaDe9YjM6oSaJXhaMc/smzLy2Q34Jbe9ZE1ACCE9AAIAdjcDdip97e2EIiKYy84Wt18qQ2ntp+DPe9xMCPT+MUXStU90ZdCoYDR0VFeG2lWI6r+WZsGbpUBkSQJuVwOCwsLcLlcGB4eRjwe1z2ntqTKLHWsfq5er+PevXsghOD69evY2NjYc63s51YGkO3Dp1QRArqPDMdRGFhCGmt/uN1u3t8Qj8exs7ODBw8ewOl0IhgMQpZlw5v4w7guKwLjqDIcrR7bbI3RxOFwGP39/ZicnITf7+fjd0ulEtbW1hCJROD1evfclOhmOOQaAh3PjWI7BlW9iupLRkJj0sZfBvAFNFZXnQHwGoC/BuBjhJBfoJSOv7xLFAis08qGM1+o/jtV768XfNM+DwD37t1DT08PPB4PnE6n7nRHRqvMvloA6W2v1+u4f/8++vr6uO00Ct7p+UWtmFH7YbYfGwnf39+ParW6xy8eZUnVy0CSJO4LAMDv9/NSvEQigWw22zRiVs2LFiB6WPF3Zj7V6JyENPokOzo60NnZiUAggEwmwytd8vk8wuEwQqGQaYZDPXCIPW4nINeq5PhFoQrInQLwNwD8STT85SYh5I/RCMjte1HAYy84WqE1ltVqFUCz+PC6dr9su4KjWHqe4aC0MW87kUjgzTffxObmZpOhYl+g/TTVqRuTFEUBpRSpVAq5XA537tzBw4cP9xyjVz7FnlMLF73UMXuOTaG6ceMGZmdneV2g9o9O/Vp6xrTZCPOf9pRUHWVGox1sNhu/eb558yZKpRJ2dnZQKpUwNjaGjo4OHtk3ur79OBUrGYxWxtHseD3aTeWy7zGb6gEA77//PiRJwsLCAorFIu/hYDcUzFjmqqprk2sI7lNwHJcMB57PQPgYgN+jlP73fAMhnWhMpPoqIeTzlNLYy7hAgeCw0CuNslpepSgKdnZ2kM/nce3aNZw6dapp8UC1r9Mbp6s3Lp75Vb0MyMLCAiqVCj7ykY8gn8/zDIpZv4ae/9SKBfb/2toa8vk8X+iW9YQwXrTgsHJu7faDlnfZ7XZEo1GcOnUKs7OzPBMyOTmJQqGAQqEASZIQDAYtXUu7Gf52BYcVH9uq4VuvDAzY2ydis9n4fUStVkMwGERvby9SqRQ2NjZQKBQwPj6OcDiMSCSyR8hrg3bt9DiydbeOASwg9wU0gnLfAbAI4Mrucx8hhPwdSumz/Zz8lRIcej/73KwcSAKIhGKpwlPEjx8/BqUUXV1d8Hq9TUZQPemKYdYIp9d0x/Z78uQJarUaBgcHmxqVrJZhWWmO29jYwNbWFqLRKDo7OzE3N2dYNqVnWI1gf5eEWFuH46iMs5nhVRsmj8eDU6dOIZlM4vr168jlctjZ2UGhUMD9+/d51KLV+QBrgqldA9tKHFhJObebJdGrR5UkCf39/ejv7welFI8ePUKtVsPExAT/3rvdbhR2y+kUuQ6AIuB3G75OK45DD8cu7AOtAVgHANJIfzoppXFCyH8N4HsA3gbwO4QQibYxZ1wgOE7o+UUr43IlSeITfqLR6J41koxKpoxKnbS9jertlFIsLi4iHA7D6/XC7W6sk9Uq82/kP/UyHMyGZjIZEEIQiUTgdrtRrVYt+cXDLqk6yP7t3pzr3dBrMzoejweRSARnzpzBzMwMnE4nEokE5ufn+XokHo8HPp9P9/zt+rNW2/UwO2e7ATg9tOKAHeN0OtHT08PLtc+dO4dUKoW5uTkUi0VMT08jEokgHA7rNo2f4IDcn0Ajm8GnXBFCegH8NoD/iRDyRUppst2T739o8Aui1ZfRiuDwuqhqfwfKlRpyuRwKhQJ6enpw/vz5lpEao9fTExx6QiGfz6NQKKCzsxMDAwN79rUiLrRGlBlAtr+iKMhms8hkMnj99df5l7yVqGhHcKinVCkG52nFYUZo2jHA7P2xaM3p06cRCARw/fp1+P1+bG1tIZ/PY3x8HOvr6yiXywfOyFgxyC+jxKrVOQhpLAw2ODiIW7du4ebNm3C73SiVSpidX989B7thaC8bwygUCi3nxb8o6PNVw/9XAD9NCPkZSqlMKS3tbt9Eo3GOfUlfTIpOINgnrWyWUdkxQ89vlstlrK6uglKKkZEROBwO3eO02Xz1OcxKkdn/uVwOq6urCAQCuHz58h7fpneM0XNGFQKVSgVPnjyBJEm4ceMG7+/Ty4So/e3LKKl60eVbWv8jSRICgQAuXLiAO3fuIBqNwmazYWlpCWNjY9jZ2UE2m+UC8qAlVFp/aES7AuOgVQN6AsRms8Hn82FgYADXr1+H1+vFqVOnkM/n8eTJE2xtbWFrawupVAqKopzIkio893sVAJtAY6IjIcSz6xs/jcZkqzd2t7XlH090hkNrTNWNcGx6ldNhQ+MzJJBsDmSzBTx9+hQejwe9vb28nIQdp47EmJVMmY0CZD0FHo8H/f392Nraspy5aJUmVu/H5oc7HA6cP3/eUKwchuBo7Nty1z3nazdCc1CsCBCHw4Hu7m6Ew2GUy2WcO3cOyWQSMzMzyOfzmJmZ4VGLdrFicM0iQmYRIO3jdgWH3u9bbRztdju8Xi9CoRB2MAhsNsqpAGB0dBQ+n0+34bAVx6EpTg2l9HuEkDcB/Dwh5B0AP0ZjFvlPAHiIxoJ/aoEiEJw49AarsIl+2ptum82GYrGI+/fvo6enBy6XiwcjzIQK87fMb2pvYvVKjSuVCsbHxzEwMMArCdoVHGp/o/dcpVLB9PQ0XnvtNSwvL/MAlJ6fVftDbRZgv9lvMw5DYLRzHWYZBe12u92OUCiEaDQKSimmpqa4gAPAg3nqe5R2BYjVoBXDTGCY+Vir5zQbk0sIQSgU4pUST58+beqTBBqDbli5VKvP/bhkOFT+7h8B+B8JIROU0v+IxkKAQEOE+PF8pXGC5yLFlBMtOKyO92NINidK5Sru3r2L999/f8++ZoKiVYZDm3FIpVIAgDt37mBsbGzPMUZG1MjY6omQbDaLbDaLW7du8fnh2uiO1qkw9pXhMBAu2kzPi6KdEiuGnmFi0516e3vx+PFjdHZ2IplMYnFxEcViEcvLy4hEIpYMglkGo92Iz1FkOPQ+F70Ij81mQ6XW2E+RayAEuHv3LgqFApLJJMrlMkZHRxEMBrlAU5drqNmPY3kB/H001tr4NICPoDEedxiN7McQIcQFIEM143IFgpNCq5IpdckHpRSrq6vI5XJ45513kE6nUSgU+L7qiVXMVhj5TbPKgFqthmfPnqFWq+Gdd95BLBZrEixWS42NhAF7bnV1FclkEufPn0c0GsXS0lLTftoMh1n5sRpFUTA7OwtKKaLRqO7ocfXxR0W71QV6260KEEIIXC4XAoEAOjs7UavVMDMzg0wmg3v37sHtdsNmszUtArkfAdLuNZsJjMPyoWbZCkopOjs7+ftfXV3la4gxQRGJRBCJRPaM8T9GGQ4AAKX0f98NyP2PhJCfQCMAt4VGE/kfA3i0u19bN3/HXnC0+mMwEgjan5kEk2wOENKc5mplkK00haufZxmSe/fuwW63Y3Bw0LQHxCwlrJelkCQJsVgM2WwWPp8P0WgU29vbuqlgMyOqt41SiqWlJaytrSEYDKJWuwLADkKkPSVVL5t2S6y0j/UMFzMKiqLg3r17cDqdWFlZQT6f54soRiKRpgiI9hwMMwGhKK1X+NYzlnrOrx2DqxetMTqmrBIcktQYQOD3++H3+7G9vY2RkRFkMhkkk0keQWRNdWxtmRdZItAOtHFh/5QQ8i/Q6Nm4DuAqgJ8C8BkAqwDWCSGf20+9qkDwIjhI2THzY/fv34fP50NHRwe/cTQTKq22q1E/pygKJicn0d/fD4/HA7vd3lb5lNa36b2OoigolUpIpVIYGBiA0+k09alWyo8ZlUoFjx49QldXF1wuF49os16IaDQKt9uN44LWx7WiHYHgcDjg8/nQ1dXF1yybn59HLBbDzs4OX9W7VUO3WYZfj3b9nRXBoTcW3sxnml2XzWZDKBTCwMAAKKXI5/NIJpN8jH8oFOK9pMeox1HN30MjIPczAD6OxirjZwH8LwAuEkK20AjIZaye8NgLjlao/xCMDGAulwMBBd0tqarWCvxYrWFr1cOhl3nQGtlsNotUKoVbt241LVKkvkatuNCOzdUKBLVoABpf6p2dHdhsNty5cwejo6N79tMzotprMTKwsizj6dOnsNlsGBkZQT6fhzxVZwehXqs3pQj1SqhaPT5KrAiKdgWKJEno7e1Fb28vKKV4//33US6XMTExAUVprKmSSqUMI1xmJVJ6GY7Djs4Y1aNqUV8HuxmpagSHFklqHrlYq9WQSqWwtbWFmZkZ5HI5jI2NGWY+3n33XfzKr/wKNjc38frrr+PrX/86PvKRj+juSwhxA/gmGjWklwH8MaX045p9Pg7gD3UOvwwgASCFxhQOsvtPoo1FjP5o9x87zzCAO2hEdPYu1ysQnACM1txg/RzJZBLFYhGXLl1CJBLh2XgjX6jXeG611DiRSGBnZwfDw8MYGhrCxsaG4fmtlk9pX6dSqWBsbAw2mw3Xrl3D4uKioU/VChgzXwk0Gs8nJibw2muv8bHrXV1doJSiWCwimUxiamoKtVqtqRTJCKOA31HSTsbBDLY/IYSX4XZ2dqKnpweZTIYH6lKpFF8VXe/4dl7/oIJDryLDLKOh91h7nXrrcLD3S8jz8btnzpyBLMtIp9NIpVL4xV/8RTx+/Bjnzp3D6OgoRkZGms7zIn0kpXSKPdgtr/rHhJD/N4C38Dwg9+cA/CU0Fv5bJYR8llJa0L0gDSdCcFi5adWrVZ2YmNgd8QYoCiBJDtTqzSJBPZ/byHDqRXW0gmN5eRnxeBwdHR2IRqPI5/OmgqVV+RRDGx0aGxuD2+3GqVOn9hh9o9ewmuEol8t4/Pgxent7MTg4iGq1ilAoBL/fDSQAAgIK8BQhi2BbWeVbzX4N6mEb4nYFCtmtZx4aGsLQ0BDq9TrGxsZ4hMvlcqFaraJUKjVNImtHUJiVWFkph7JiLK1EfBolVbvHyFXYWmRuGKw/pru7G5RSbGxs4P79+1hfX8eNGzdw584d/PzP/zwuXbqEb3/72/jSl76Ed999Fx/+8Ifx7rvv4pOf/CQmJydx+vRpvcuyASgD+MdoLNgXavEWXgegzkrsALgH4GO0sYAR++Xr9mhQSucJIRcBfL7dtLFAcFxQ91eom8aZz8pkMvB6vejs7AQAQ//Xahy8lQxHJpNBsVhEX1/fntIRPR/ocDj2+DGjYxilUgmbm5u4ceMGpqammgJiRqVX7fjKjY0NLC8v4+bNm/B6vajX60033Kw0d3BwkN9QxuNxFItFPH78GNFoVHetC+1rHYR2BUO759N7rLc/C0SVy2VEIhH09PQgmUxic3MT+Xyer/vB+oQYRn6l1TW1WzVglEU5aNZET3AY3RvZbDZEo1FEo1H8+q//Or72ta8hmUzivffeQywWw3e+8x0AeNE+khJC7Gjuz5BoY6DKH0IlUgghFwDcBfATeN7fYcqJEBxWUBugarWKnZ0dXLx4EZ2dnZCe7AoKmxO1srURgXriQ7smR7VaRb1eRy6Xg9PpxO3bt3Hv3r09x6trRrXn1xo9o+gKi0Tdvn0b2WzWkoDQi+SoPy/1/ul0Gk+fPsXly5cRiUSa9n/ew9FYEPHq1auglCKbzWJ5eRmJRAKJRAKRSATValU3gqC+zoPQbj3oQR7rvZ4au90Ou92OS5cuAWg4vAcPHmBubg7lchmBQACVSmWP8GxXgLQSJHrXaTTiz+ixHmyfap1l1mqw29o7ByEE/f39+Bt/42/g+9//Pn7wgx/g3r17fMTmr/7qr+Jzn/scPv/5zwMAvvGNb+D3f//38d577+FrX/vanvPtRlG+sHvu62htTGOU0rjmem4A+KuEkA00jHJF83919/8agCIaM8ivA5ho+UYFgpdIuyVV1WoVqVQK4XCYZ8m1QQmzdTbUtMpwVKtVTE1NQZZlvP3221hcXDQdtmJUaqx9z8weU0qxsrKCWCyGwcHBppv6Vj7VakkVAKysrIBSijt37hhma9WobygzmQwuXryIRCKBubk5FAoFPpjkqOv2X4aP1HvsdDp5kDSTyaC7uxvJZBJra2sol8uYm5vj62iZ+ZWDVgnsp2pAT0xoqwS019HOOhwA8JM/+ZP49Kc/3fTci/SRhJBHAO5SStUCwiggN0sIuUAp/WtW3hvjlRAc6l/01tYW5ubmeKQhHo9DkhRAtkGyOSDL1prC9X52OBxN2RDWNOvxeHDu3DnT2eN64kIvI6GGEIKdnR1UKhV4vV5EIhHkcjnDiI+e0DHLcJRKJTx79gy3bt3SnSTE/oYImg10MBhEd3c3QqEQX/NiZ2eHp86j0SgURTlQZuIo08uHYWzVsEXzrl+/zkvsEokEJiYmQEhj/juLNhqd04qx3E/KWbsCqtWa1uqu6VHkGux2YwPcClaCZ7fb8dZbbwFo3Ijcv38fX/nKV5r2/cQnPoEf/vCHls5rwj3SaPqeBPBVAD9AY92N/xaN7AZFI5KjoGFUZTQiNbXdfzKAPIDsYVyMQPAy0AbJstksFhcXEQgEMDAwAEmSmvo5GNqshnYKlRqjQB2lFGNjYzh9+jRisRgkSTLMgGiP1xMhesewMb6ZTAbnzp3j5WMMPd+nfg1tcE67f61WQywWQzgcxrVr1/YdMPN4PBgYGMDAwABGR0f5YJKFhQWUy2WsrKwYll8ddYmV2WsdtmCRJImXF4VCIWxsbCAUCiEejyOVSqFarWJ1dZULED0OIjCMSorVmAXt9Hyoni9vx0dqx8a/YB/5/0QjuPbXCCFJNAJv7J86MMeCcgTA/04IOU8pXbD6gidCcLQqqWI3+ezGeXNzE7dv38bjx4/5dhthGY72BIeeYGBkMhlsbW3hzp07WF5e3rNdbaTZNbL530bn1EZyZFnmK7vevXsXP/7xj5uO1fuMjKI2evsrSmPSRq1Ww9tvv20YubGpp1RpkhfsNVgEo1Qqwefzwe12I5lM8mknXV1dpvWsh8FBBMNBBYcaSZIQCoXgcrlw69Yt1Ot1vmLpxMQEn1hRrVZNS6qspIPV6BlHdYO7FUPI9qnJrIejDoe9dYTHCL2Rf/F4HLIso6enp+n5np4efP/737d0XgM2Afx1AGMAnAA+C+AP0Gh6+9NojPTz7v7rUD12q5737P7/rwFYbogTCI4bzKdRSpFKpZBMJnH37l2sr69bLpMy+pmhl+FYX1/nGXm/38/9mF7mYr/9GsVikfdrXL16FVtbW6hWq3v2015vK1+pFiFs5HwgEEBvb++BsvNqu86CT2xF6ydPnsBut2NhYQH5fJ4HGcPh8KGWRzEOktXfr8Bg6Pkzm82Gzs5OdHZ2olQqYXp6GpIkYWFhAcViEdVqlYs+9RCeVuds5UOtNoBrMxrq17YqWqz6yGKx+LJ95O+j0d/4+d19jAJydTSEh7S7v6XeDcaJEBytsNlsyOVymJqagiRJeOONNwCgyUDapF1jZnNAUZ7PHLeS2tXuS2ljFnUmk0FPTw86Ojp0jZo2atNqMSS912f9GmxyiPoPRE9AGBlqvQwHpRSKomB1dRU9PT3wer0t08Q8w0Ea7ffN2/TX3QgEAggEAiiVSjh16hRqtRo2NjaQy+Xw7NkzdHV1mdazqs+nh1k9qZX9D2JcraBOKff09GB7exsXL15EvV5HMplEMplEJpPh9b31en2PODhoOtish6NVA9xuyxMUuQaHY/+Cw0qkCjh4DTKldBrAtOqpHxFChgB8hVL6X+z7xALBMcWspKpareLRo0eQZRn9/f3wer2mIsKK4GC2X3v8+vo63G43X6Fa60vNsvyt+hgZhUIBa2truHnzJp49ewZCiO5+Ztl9o2qAnZ0dlEolvP3223zk/FEhSRL6+vrQ19eHbDaLhYUFXq7MstO5XG5fU4z0fJrZ/kcZpLMSULPb7ejv70d/fz/q9Tru3buHfD6P1dVVAI0pYel0mveQ7ifDcRg+VOv/jHyoFVqNxX2BPtID4BfwPPDmB+Db/Zn979n95wPwb/BBExy1Wg3j4+O4du0aJicnAeydXmUjTHA4+VhXreFkX6BWo/7K5TKKxSJ6e3tx6dIlrK+vN21Xo2dE9SZSaY+RZRmJRALFYhF37txBuVxGqVTasx/LvjCMojbsddXP5XI5LC8vo7u7G+fOnUMikWj5GfOPk+xvxKnNZkM4HEZ3dzdKpRIGBweRzWYxOTmJQqGA+fl5RCIRBIPBludp97XbNZZA++ljK+gZWDZatlgs4tSpU3xiTCwWg91uR61W011cb7/GslWER++c7Lk6y3Aotd1FNK1fB0Mvw9HZ2QmbzYatra2m52Ox2J6IziHwPoA/TxofJKG7TeCEkHNoTKFKAvgdNKI2PWg0mJfRmJx7PGf6CgQWKJVKiMfjeP311+FwOLitbyU4tCJCTySwn9WBtFKphKWlJfh8Pty4cQOPHz/mjbOtSo2tlk+xa1taWsL29jb6+vp4FsCodLiVb9bLcABAOp1GLpeD1+tFR0cHHzm/X9TXp4f63JIkwel0Ynh4GECjRHx7e5tPe7Lb7fB4PKjVarrRfjOfZmX/VtuP+rGeX3E6nTh37hyAxv3e2NgYn4Lo8XhQLpdRqVT459Gu4ND73e6npMrsHK0oFAp7Sqpeho+klP74sE+s5kQIDr0/CFYOVC6XcePGDYRCIW5ItM1vNrIrHGwOsO+W0ag/vUiMzWZDOp3G+vo6XC4Xzp07h1wuZ7mRTm1YW03zIIQgHo9ja2sLXq8X4XAY29vbbUdt9J5j+9frdb66q9PpbFmuxj9DiW3fu9K4nnHTy3ioPxefz4dwOIwzZ85gdHQUgUAA29vb/Pe5vr5uOMv8MI2n2fbDEhxmr8HmdUejUTgcDjgcDhBCsLS0hEwmw+edMwFyUMGhly42GpP7PMNRhctpNz1GD70Z406nEyMjI/je977X1Cj3ve99D5/61KcsnbcN3gCwuSseKAAQQv4MgL+DRlOdG8B/QKPE6q8AuE8p/d3DvgiB4EVBaWMhv7W1NXR0dKC3txepVMo0a2E09tZoX0VpTJSqVCp48OAB+vv7uY0zy1a0IzhqtRrv1ygUCrhw4QIymUa1o15pVisRolc+JUkS6vU65ufnUa/Xm0qYrfjI/WIWqXY4HPD7/RgeHgalFIuLi8hms3ylb5vNhmAwaDnq/aJ9pFk2vd3zMf/42muvgdLGKOJHjx5hbm6OT9UsFotNvy9tD6NZCRbbR+sjzYJ2Wtrp4dALyr0MH7kblAMLtBFCBtAou2L9jQoawbisej+rnAjBoYWNb+3q6kJ3dzf/sug1v9lsNkhSo5FMsjUvwqfXFK7dTmljGlM8Hsft27fx4MEDvl0b6VHTrmGVZRlra2tQFAVvvvkmfvzjH+8xisDzmshWAoehNqyKomB+fh7VahUf+tCHkEwmUavVLBlTNqXKaN+DRn/YwkGUNta5kGWZzzIvl8tIJpMIhUJtv+6LiN5YjWAwrIgBl8uFzs5O9PX1YXNzE7lcDsViEevr6/x3xlLKRmLczOhbTTHXd79SilyD2/P87+Og9akA8OUvfxmf/exncffuXbzzzjv45je/iY2NDXzhC18AAPzCL/wCRkdH8Qd/8Af8GELIFTQMYCcAPyHkDQCglD7a3f63ASwBeLq7319EY+GiTxFCCKWUksa4259DY8XUeQD/V0qpTAgpAnAA+G8A/C4hRKJiJK7ghFGv1/laSmqfpV2Tg/U7mAmOVuKkXq9jdXUVlUoFH/3oR5HL5XgWxWrmXzsCV++YSqWC0dFR2O12XL58GalUqukYvRIprc9lqP0Y+1+WG+tP9fT0oFKp7Clh1vM1VstaDkuwEELg8XjgcDgwODjIV/pOpVKIxWLw+/2o1+t7bG27PtBs+2H6zHZ9lfZ9+Xw+OJ1O3LhxA5Q2pm0mk0lMT0/D6XQiHA6jWq3yyYjtvIb2usxGzWv9YbslVdoMB/DifeSuf5QIIX8KwN8EEMXzpvEiGlUAo5TSv0+s/gGoOHGCY2dnBzMzM7hy5QrC4TCmp6e5AWQGVV0Db7PZYCe7EzZsjefL5arpqD/WNM7SwufOnYPb7dYtv9IaNRa1tlqXqigKRkdHEQwG+aqo6giN3nn0ojZGxl1RFKTTabjdbnR0dMBms7VlBAn7WyQHz3C0fB3SWOfi9OnTOH36NF/nIh6PY25uDk6nk5eYsWla7Zz/oMZS+3r7qaXczzV4vV4MDAzg7NmzSCaTWFlZ4Slll8uFWq3W9Jlor9MsHdwq9SvzpvEa3O79CQ42pUrLZz7zGSQSCXz1q1/F5uYmrl69iu9+97s4c+YMAGBzcxPz8/Paw74L4Izq8cPd/9kbdgL4hwD6AZTQMKp/hlL6XUKIhEaG4zKAHkrpzxNCfgq7o/8opSVCyDaAj2jOKRAcW9R/67lcDuPj4zhz5gzPNmgz+VZ/Zmh9mXoS1MTEBILBILxeL1wuFwqFgu7r6Z1LPUylleDI5/PY2NjArVu3MD09bRi802YszMqs2OeWSqUQj8dx4cIFhEIhLC8v7/l8j2NlJct+dHZ2oru7G/l8HrOzs1haWuJTnsrl8p6ApRkvsoRKK0Cs+GCjayaE8FHD58+fhyRJSCaT2N7eRjwe56P7gdZrbuih5zPNqgTaKTsulUq6FR0v0kcC+P/ubr+GxtSqDID/hOcDVrwAend/BhriQ3dsrhEnRnBQSjE3N4dMJoPbt2/zBVXMalElSYKdZzgabzedLe0RDFrDWC6XEY/Hcfny5aZRpnrZCq3BNBIKathrsoWB7t69y1dpNnodbcZC+z71+jrK5TJmZ2fhdDpx+fJl3Lt3r8kQW/ljZlOqCKQ9TePs9VuxXwFis9lgt9tx8eJFAEA2m8XTp08xMzODSqUCv9+PSqXC/9gPKhjMojtW0sFmtBvR0SuT8/l8uHDhAiilyOVyTZ9JMBhEvV5HvV7nUUq99K/VqVW7MxagyDV43c1TOg7Sw8H44he/iC9+8Yu62771rW/teY5SOtTqtSilvwzgl00uqQPPm9360IjcMKJoGGFACA7BCYEQgrW1NSwvL+PatWs8Wqq2HXrZCb3nzRrIq9Uqstkskskkzp07h7Nnz+r2hpj1Y7CfjXwlpRQLCwvY3t7GqVOnmsqm1eLCqKRKu5/6s2L7VatVTE9Po7u7G36/f4+4MBIt7dDqeL0A3X5ei5DGStbBYBChUAjBYJD3BD579gwdHR2IRCL882ZYEQRqjjoDYuYfrfpYSWosSNzb24tisYhgMAiXy4VEIoHt7W3U63UoisIXH7Q6tdHouqxkScww8qcvykeqAnI3AbgA/CSltKbdb3dfQhsrkbfFiRAclUoFDx8+RDgcxsjISEsjqpcattt2MyCOhoJM50oIeJrH1qqNLFONHR0d6Ovrw8rKyp7zakWG1oiaRW0IafRrbG9vw+v1cgNhFrVhf5BWalXL5TI2NjZw+fJlrKysmO5vhMR6OCxkOKywX+Ptdrvhdrtx48YNyLKM7e1tZDIZPHjwgEd71Ku/7ud1D5petoJZiln7WFt/yo4nhMDlcsHr9eLGjRtQFAWZTAY7Ozt49OgRJEnSHb1rReQ837b7v1yD1/N81VRt2UUrisUiotGopX2PGPbGFgAohJCfRmNl1hQAEEL+BICPAviPmv0FgmMLpRTj4+NQFAV37941Hm+u8nPa9TnMgnbq7alUCtvb2+js7NxT6moUiNPbbpT5l2UZ9XodpVIJ5XIZFy9eRDwe59uNAnpmvpK9H/bc5OQkZFnGnTt3MDc3t8cv7sdXvmzY9drtdnR3dyOVSqGnpwd2u51PRHz69ClflLBdn6h9fBSColXAzUqgS8+/2Ww2vvaH2+1GuVyG3+9HPB5HMpnkpYFGa3/oVQmoS/Dbyfhr2U+lxBGTAzCDRm+jruCg+/yDOBGCI5fL4dy5c7o3LWaRGrvdDsduhsPuaNww5fNlhP2ePfsqSmMS1ebmJm7duoWnT58CaE4jM0PmdDqbRIbe5A2jSA/7clNK8eabb/KVXo2McSvDamQUV1ZWkEgkMDw83JQm3pfgaKOH46iNM/vDZI3WyWQSV69eRalU4mN3x8bGEAwG4Xa7daNVR/nYzBhqDYueAW7HIKu3S5KEcDgMl8uF27dvo1qtIplMolQq4dGjRzzKxbJDDK2xVL8vnuFQavB6O5qOYVlGM1qNxX2RMCNJKf0hIeRfAvi7eF7n+g0APwXgGYDf2N2v7QiOQPCiIYRgYGAAwWCw5Y1Lq+CcXvCN+Rv2nCzLWF1dRbFYxNtvv435+fmW2RBt5YA2O2+UASkUChgbG+PNwZlMxjSboSdC9AQEKzFeXV3F4OAg3G43LzG26lvb5WUKFvaZs6mIuVwOg4ODfG0LdrPd3d2NSCSyL5+nfb3DLKEyy/gbvWezKgK73c7X/sjlclhaWoIkNdb+KJVKqFQqTWt/aH2klR6OdjgOooM+71f8XQARAD9PCPkOGgKkikYvhwIgRRsrmrfNiRAcXV1de1YQZdjtdl1jqf7ZwTIc9sYNUiZfwpDNv8fg3rt3D5Ik4fr16wCeTx7Qa7DTRmW0UR3txCv2WorSWF8jFArBbrdDkqQmIaE1mGYlVdpjFaUxnjCdTmNwcHC3af5gRvT5W20/w/GijK3H40F3dzeq1SouXbqETCaDjY0NJJNJPHz4EJFIpKmMCDh4z4aV481oR1BYeayGLca4vr6OGzduoFQqIZlM8hVd0+k0X/vDqD6V/eoUuYYOr1t3HzP0VlF9WZDnjeDfQqMR7sMAugC8CeDfA/gVSmmGiIZxwQmCTbAzQmubtNmOQqGw53ltNl8dyGG+S6+0V09QMB/UTr/G1NSU5X4NdsPXSphIksTXuQiHwzh79ixfkFDPL76IDIeVcx/2a9tszxfaq1QqGBgYQKFQwMzMDNLpNJaWltDV1YVQKHQoPtJMYJhl29vtt2jXZ7IAMlv7Q5ZljI6ONq39US6XkcvleFmfXg+H1RJjvet92WJDh9cB/C00BqisotGrUQAQBPC/Avj2fnzkiRAcVqM22ikc7HmnrXlKVS5fadpeqVSwvr6Oa9euYWFhAYqicFWrPZeekdSL6jidzj31pDs7OygWi3jzzTdRq9X2TPMwqkHVy3roGUW2SI4kSbh27RqWl5cPxYiysbiN38PLzXBYgUX6CSFwOBw4c+YMEokENjc3USgUIMsyotHonu/VYWc8rNBuRKedcij1PuqUcrlcRldXFxRFQTweRzwehyRJsNvtiEQiXKQCz3/bilyDz+tqOudh9HC8SHbrThUAoJTmAPxTAP+UEOKllBZ39/kvCSELdHeih0Bw0lHfkDOMfJqe4GB+6+7du5AkiWfLW4kTvddgN2V6w1oopZifn8fOzg56e3sRDAYNA3HMP2ufUwf51ME5ZhNrtRomJydx9uzZPSuSmwmOVmLOjIP4xMO+EdW7Dq/Xi0gkgsHBQTx69IhXDiwsLPCybLZA8GH7SO33st0SLKP3aCXD0eqcemt/bG9vY25uDh6PZ880ML0MiFVKpdKxqAAghNh2s/r/HYA/DeAfA5gFEEZjoT83gNNo7nlsixMhOFphlNVQiw+Xna3D0Yhw54tlvu/i4iISiQSGhoYQjUaxtLSkW1eqZ0T1thsZSbaehtfrRSAQMBzr1ypqo5f1YD+zUrBr165hdnYWhBDLqWYj2GfASqpA9mY42uUwDahZOpfhcrnQ19cHt9uNRCKB7u5uJBIJxGIxXosZjUb3/N4Pw7haeQ/tpJT3k/HQO6fD4UBHRwc6Ozt58z1LKbNJM7FYDI3FRhuCw+97niE6jLG4L5JdsUEJIW8C+Awaq6X+IaX03wKoEUL+azQmdfxXAL4I4JHKAAsEJxbWr2EkOIx+liQJi4uLvCQyFArxgI3evuryK/ac2SJ/6n6NWq2GixcvIplMtjxGr9S4VeZflmXMzs6iUqngrbfeQrFYRLlcbvqMjjLD0Y7PO+yAnVlGQo9IJIJTp04BAO7fvw9JkjA3N4dyucwH23R1dVka1GLFp7bjz6z62FY+VE8ctHpNh8PBxzFT2lj749mzZ1hdXcXy8jJCoRAvy1Ofo52RuEarjL9g2Bv4EwB+TCn9W6123k8FwIkXHNrmN2bg1IbP7WBGqPF2C4UKFEVBIpGA3W7H0NAQ/7KYTekwqjvVM4hAo19jbW0NNpsNd+7cwfvvv29aFqV+Th3JYUZWmzqOxWJYXl5GZ2cnurq6MDs7y7cdhhFlY3EJkXRLqlqdR2/7YRrvVsbTyNgGg0H+L5FIwO12Y2VlBZlMhmcCrNSzmqV/rWY8DlNgWIkA6U2tYqKsv78fuVwO8/PzSKbzYDZIkWuQiNzkxNsxqC9TcKjExtsA/hEa9andAD5NCOkBMIiG2JgD8Oex2zQuxIbgVYD1OapLStW+Rq8yoFqtIp1OIxqNYmRkhC+CZ1QSxY5T+yubzcZv7Nl2deZfkiSUSiWMjo7yfg2jwSlmpcZGmX9ZlpFKpfhgFqOR8OpAnNXgXLVaRalUsmTbWvm8gwqMgwTxzHyUJEno6+vDmTNnoCgK7t27h0wmg9XVVV7OXiqV4HK5mu4tjM5/GBmRdn2smY80EyBqCGlMifR6vTh9+jQ8Hg8ymQxWVlZQKBSQyWQQiUTg9/vbqgA4JoKD3diOgUUaD5kTITjMSqrUxlJr4ADA49o1TBIbi5vHxMQEHxW7sbFhOLEKMM9wGAkSVgsYCoXgdrshScb9GtqUcKuoDTPqlFIUCgXU63W89tpr2NnZ4dfEjtX2m6hLtcyMYDqdht/vh42waQz6JVVqDjNCsx+h0o4Aobs1xadOncKpU6cQj8cRi8VQLBaxtrbGR8tmMhkEAoG2ozn7qc20Iij2M55P+xra+lP1xA1FURo9MX3nnj8n11Au5XHv3j14PB4ekbTCyxYceP7F/Wto1KP+TTTG/v1bAP93AP8GwH8jyqgEJxWrZcdq+8/Qljlls1mMjY2ho6MDAwMDz8sr6d6JVcxv6vkas6BaPp/Hzs4Obt26hYmJCVN/p71+bTWA9thisYiFhQW4XC5cvHgRDx8+3CNM1J9fO8G5TCaD8fFxuFwuVCoVhEIhRKNRHu22ykEz/laz/Pvdrn4sSRIcDgfOnTvHV5d/9OgRVldXMTs7i0AggHK5vGdQwFEG1Kz6u3bOYSWYxvax2WyIRCIoFovo7u5GNBpFMpnE2toaMpkMJicnEYlEdHtIGUbrVL0E2JdpGsD/jRBiRyP4VkSj37GMhihZoZRW9E/RmhMhOFphJTXsde4KN9L4Eq1vbOPKn3+bL5hiVHeq9xraDIfWSLJ9Y7EYSqUS3nrrLZRKJeRyuabjzYyxnmFVG0BZlvHwYWM9l8uXL0NRlD31q60MK7t2PWRZxvj4OGRZRqVSwebOIIDzu8c273vYKeB2MBMkVqIf2u1utxtnz57F2bNnsb29je3tbayvr2NqagpOpxOEEFSrVTidTkvRGatRDqNz6ImYwxAcVgxwsaJ+robrVy/hdF/DuI6Pj2NxcRH1eh3BYBCRSAThcFjXUB+jpvFbAN6jlL4PAISQZQATlNKf233sBKBQSvUnVAgEJxB1FQD7Wf33rvZ/bOTt3bt3sba21uT3WIBGrwdDbwSuXjaE/T87O4tUKoXBwUEEAgHLftFq1oOtP6U3El6vSsEoS6InULa2trC4uIg33niD9wKk02kkEgksLCzA6XTysbMej+dY+Ui97e2UAav3d7lcPGjLhGoqlcKzZ8/4jbi2V+aoMyB6vCgRY7fb+dofHR0dWF5exsDAAJLJJCYmJqAoCsLhMCKRCO9RAo5FQI5hR2MM7k+hsfjfFQD/BYAsGk3jZTSqA/4SgHFWOdDuC5xorAgOn6tZcPj8jXIavfF9ZiVTWvGhl95dX19HvV7n/RqVSmVfRpQZO+1z5XIZ6XQaV69e5fPJ1UZNfayR4DDKcJTLZTx+/Bh9fX3o7u4GIQTZxwQPNgDsXsvU1BSi0ShvzNaeX/35HXX960FKrMwe22w2+P1+nDt3DpRSrK+vY3t7mxsPr9fLFxBSp99bnd8MszItPQFy0JIqvcc2mw1FVQxDkasI+D08pexwOPg0t0wmg2QyicXFRd54ztLKTKBZHaF7xITRWIOD4Qbw2+wBpbS65wiB4ISj9Yv1er0po2m321Gr1TAxMYFSqYRTp07B5/MZjplX+yOj9TuMttdqNZRKJVBKMTw8jFKpxLe38outfJtaGCiKgqWlJWSzWVy6dAnBYNA0EKd+zijARykFpY3G9kwmgzt37kCSGitZZ7NZdHR0YHh4mJeJJRIJzMzMoFqtol6vI51Oo7u7u+0A1GHQbhZlPzf8kiQhFArB4/HgypUrAIBkMsmDU4FAANFodE8WrN0SqheR4dDzwVr0plRpH9vtdgQCAQQCAQwNDfHvQSwWw+zsLFwuF5LJJFZXVw0zHO+++y5+5Vd+BZubm3j99dfx9a9/HR/5yEd09yWEuAF8E43A2mUAf0wp/bjOfh8D8KtoTKLaAPDLlNJv0ueL/P0jAP8agAMNnxlAo8TKg8ZCuandz6XtG7sTITha/cGo60+N+jnYlCqgMamqXKkbigi99LNRhkNdy86M6dbWFrxeL0ZGRvCjH/1I9xgr2Qyj/dLpNDY3N+Hz+dDb24tEIsGvUWso9URFq+xHNpvF+Pg4XnvtNUQiEZTLZSSTSVSKbsh1BwgkEEJw6tQpJBIJLC0t8WstFovweDxmv8ojjfaYZTgO8pgQAo/Hg1AohOHhYd6bs729jbGxMXi9Xvj9/iaxpWe4zIy/lZrVdo2l9jX1siR6WZNcZbd/Q5EBShHwu/fsQwjhAgNoTHxLJpNYWVnB+vo6/tk/+2cghGBnZ4c3IjJelDEF8E92NzsBfI4QchlAHI2JGx8nhFTRmDNeQCOSM04NVlgVCI4j7ZQda0te2MjPvr4+9PX1YWtra8++zNephUq7vY2FQgHPnj2Dw+HAxYsX+dAO9b5Wg256r8PeSz6fR19fH+x2u2kgTusPjbbJsozHjx/D7Xbj1q1b3KbNz8/zn1e2y7g4FEVnNIyuri4MDAzwSgRmEz0eD6rVKiqVCu970P4ejzIbctQZBvbY4XDg1KlTiMViuHDhAp/KmUwmUSgU0NXVpStAzPzXfgQHYN4nqZ5apRUPepUKZmVYemVZ6rU/gMZ0qt/7vd/Dv/gX/wIrKysoFov4xCc+gZ/5mZ+BJEn49re/jS996Ut499138eEPfxjvvvsuPvnJT2JychKnT5/We5s2NLIQ/xjATwMI6XwOZwF8F8A/B/AX0RgL/y4hZAdAPxoCYwVAHg1/mAKwhkZZ1f+fvf8Ok+O+znzxT3XOcXLOGOQ4AJGZACZRzKQkiwq2tZZl72rX63vveu/+fr53V7v2WrIsWzIVKclUIiVSIiWKQWAOAJHjDCbHnpnumc65u7qq7h+DLg4GPYMBSVkijfd58GC6wrdT9Tl1znnPe9LMVUCmSz35cvC+CDiWwsLAYWE/RzgcJhSaZY6eJqDRGshk85dkskuViYtrLzSs85+jeOEVpdOcTuclkquljOjCTFEpwzr/x6YoCvF4nFwux+bNmzl9+vSi6y2HUlWqTDw8PMzGjRuxWCyIoojP5yOfz5OI60iGkySjPvK5JDqdjubmZlpbWwkGg4yPj6sqFnq9HovFckVNxb+vWMq46nQ6nE4noijS1tZGOp1mcnKSWCzG0aNHcbvdl5RJlxNwwHvfRF7qOedvW6zCkU2/3TAOoNVqFl2jiGJJubq6ms7OTiwWC5///Of5yEc+QiaT4e/+7u/Yu3fvv6oxBWaZm7FxDOgAmgDNhe03AnuLb/3CunuAmVIv4iqu4v2GpRJqMzMzDA4OYjQaaWhoIJFIXJYxMH/d5VKR0+k0MzMzbNy4kbNnzwKlk3fLrXDMh0ajIZ/Pc/ToUbRaLWvWrGFwcLBkwq4UI6Fol4vbFgYcoigyNTVFe3s7dXV1APh8PjUwA/jNMYUj57NI+UG2tMS47bpOTCYTDoeDQqFAY2MjFouFdDrNqVOn6OnpoVAoqHOQlnvj/PuG5dKKi5n+VCpFQ0MDmUwGn89HMBhUJ8oXJ5+/mwDknbAIrlS1av77WmrNy32fZrOZ+++/X1X+2r17NwcPHlTP+/KXv8ynPvUpPvOZzwDw1a9+leeee46vf/3r/M3f/M0l6ylzw/g+CyAIwjpK+MgL+6cURfn3Fx6fF+aUG/+Suf7GBuZulnXM+UiBt9Wriv5xB+/QP75vAo7FIv/FAgeNRkMoFCIYDFJbWzvXBsOFCkf24uRlqUzO/O0LlTeKvMTisZFIhGQyyTXXXEM0Gi3ZoLdc+tT89zXfAJ49exZRFGlpacFoNC6aoVm4Ximu6sIycS6Xw+fz0dXVhV6vJ5vNMjk5SSaTuZA5uvC6FAkpn2F6elrN+Bc/n7Vr1yLLMsPDw8TjcU6cOKEqkrxXDVGXoyj9NrI1y1m/SDOqrKxEURTa2tpULnQ0GuXMmTN4vV6Vq3wlWE5AsZSm+MLqxWLPUcrgZvIXBxxXCq1Wy86dO7FarbzyyisX3cz8DozpE8wNMrIz1zBuYq5kbGWuVGy+sN3JHGf1Kq7iA4FSgYOiKOTzecbGxujq6uLYsWPApf6vlOpjEUtRkYs3ZJIk0d/fTyqVoqWl5aJeruUm4uaj1H1ANpvF7/ezbt06ent71XMX84uLsQEKhcIlPjiRSDA4OIjb7aaurg5ZlhkZGSEajSLLsnrOaMiOxWZk/PxzTJr1QCfJ1NyNtM/nQxAEysvL1WnwGzdupFAoEIlEmJqa4tixY1gsFux2+yXv+UoqHv9aFYzlPi4VEOj1ehwOB5WVlZw/fx632002m+XcuXOk02lcLpd6zHIq+ks9XylcadLuSprIr+ScItLpNE6nk127drFr1y5gTgHt+PHj/OVf/uVFx+7fv5+DBw8ua91FsB34zYJtzwOfvPDPyNv+0Xzh/+Lf79o/vm8CjuWgaBQLhYLa0Lp9+3bGx8cRBFCUuYAjl7+4J/Ry9Kr5N/gLM0QjIyNks1nVWMTj8Uu0x0uVnksZ21KvKZvNkk6nqa+vVznxC43oUlmbhcZqviGWJIkzZ86gKAobN25Eq9USi8Xw+/0XqTBo1d+zgMLbP/J0Ok0qlSIQCGC327FarQiCQFlZmZrF6Ovrw+fz4fP5cLlc5PP5S97ru8FyKgaLYbnZmSs5XhAEtNq5Sa4m0xwFqbm5mVAoxODgIPF4nIGBAbVx7Epf45Ua3HdigIvyldl8cb/IO/2Y53/XxZuN34UxFQRBryjK6LtZ/Cqu4vcVS9nBonwpvK0sdfz4cQRBYM2aNRep5yz0f6VUHxc7duHfsiwTjUax2+3U1tZeYoeWm4hb7BxA7aurq6tTaZ3Fz+Ny9Knieov5ykwmw9DQEO3t7cTjcfL5PENDQ6TTaZXCpdfr585HQdDoL/hVmd8cK3D0fAJNIcrW1jg1NRKxWIxYLMbIyAgej0fN+huNRrq6ukilUvj9fuLxOMeOHVOVjX6bFKuFuFxSt9TjhedfaYBis9moqqqiqamJ/v5+dDodfr+f/v5+FEVR+z+K92FL+ej3IuC4Epncpda8Etn4Is2qiGAwiCRJVFZWXrS9srKSF154YVnrLoIqYOECAeZigYSiKP3vZvHL4QMXcOTzeY4cOUJlZSXpdBqNZm6CskZQkBThQsCRu+S8xaT+FjN4oiiqOuWbNm1adr9GKR7pYs+TTCYZHR1Vy92lhhIuZViX6uHI5/OEw2E6OjpIp9MqD7XYEyIIgvoDMhg0F86d+3/+ay0a3uLnEQwGVTlZi8WCyWSivr4el8tFJBJhdnaWs2fPYrVa1WF7vy38tiscpW72SxlDi8WCxWKhvLycvr4+PB4P4XCYoaEhstksExMTqqLJQiwnG/NuVatKZWc0Gg3ZwgU6nySi0byziKPUFNXfkTEtYwH3VFjEcyr/mh7+Kq7it4z5/q1QKNDf38/KlSuZnp6+xP4uV4VqYZJrYbUjHo9z/vx5DAYD7e3tjI2NXfb85QYcxWAmm80yOztLS0vLolL2C33lQr8433/OZxQMDAyQTqdZs2YNGo0Gv99PX1+fmjArrlNcX6uZW89kMuF06OibtmOxahnpPsyUzVwymMlkMgQCAYaGhigvL1ez/plMhs7OTrX6kUgkEEURr9er0rnfK5Si+V5pEu+9rIjA3OBBl8ulfg+FQkGloBkMBoxG40XXynsdcLwTetRiTePLwVJzOBZ+NsulZV8GC/2bUGr7b8M/vm8CjsUoVUUoikIgECCdTrNjxw4ABgcHgTnjoxHmCGgarQFx3o9WUZSSFQhYPKuTyWQ4evQoNpuNurq6S2hdV0qfKmVYi8o/XV1dnDp1atHjShnRy1Gqkskkk5OT2Gw26uvr8fl8TE1NkUwm1fMuMtQXrkOD0YjFbMRoNCJJEpIkMTs7i9FopFAooCgKsjwnz5tKpUilUuqME0VR1CpQS8vcfIdQKEQ2m+Xo0aN4PB6Vw7lcXC4gKHX8e52dWVgBuVxFRKPRqJKJkiRx4sQJNJq3J7nmcjmCwaAqMbucIOe3lZ3JXaBUSVIerebi51wultIY/10a0wvPdzWwuIoPPIq9jRMTE8zMzFBfX09FRcVFTdtQ2hcupeS4MDgpVvZFUaSnp4f169fT3d2t7l8YyCwWcFwuEZfNZjlx4gSCILB+/Xqmp6cvuRFfrLq/0C8urHpIkkQmk0GSJHWadiQSYWRkRB1+Nz8ZV8SHtqQ43JPFq2tG0Enk4zE0BjcaZGDunCL9auHrKlaCotEo+XyeQCBAWVkZDoeDxsZGZmdnqa6uJhgM4vf7URSFQqFAWVnZZf3llfrI4mfybnClFKvFjheEueZzt3uuCV+SJIaGhkgm5+ZBmUwmTCbTJQnQ9zrgWE61olTAsVxlxlQqdYlsfFlZGVqt9qI+IYCZmZlLEnVXCD9zibn5qAAKQGj+xt+Gf3zfBBxLQRAEenp6yOfzWK1WbDbbRQNo5tQqikZMj5i9OKBYqjS80OBFIhFCoRDbtm1jcnJy0QzM/PMvx0udb2QVRaG3t5dEIkF9ff1F2eF3akTnI5lMEo1GWbt2rUo7CwQCOBwONdBYaAA66xT2rw1ydjDJZ//yw0QSEv/8eIBMTqa5LMen75oLIIqyb06n8yI+bC6XIxKJEIlEmJycVKsbNTU1BAIBNmzYQDQaxe/3k06nOXfunCq7Ox/LKfcuPP5KA4yl1n+3/NVSj3U6HbW1tdTW1iLLMocPHyYajaoSs/l8nnQ6jcViUb/jhQHF5QKQhQZ+IRZ7nbnC2z0c77RcnE6nL2me/30wpldxFR8kLGXnitXrfD6vSnxDaRqUTqdbcv/CY+dvy2Qy9Pb2ksvl2LRp00WqfRqN5iKqcdHvXgl9CubomBMTE6xevZrBwUH15n8pPzz/c1iMUlV8fUePHkWn09HZ2cn58+eZmppidnZWTaQt9I8/fPIUZwbi1FTXcs/NTfzkJQepeIDYzBE6V62jtcHF/R/ezPh0gufenKG1wU21TVYTdPP7SYoo9qQU/aEoiipN2WQykcvlMJlMjI+PEw6H1YROkVL2bilQ7yWW4yOX6zO1Wq2qBllTU0M6nWZ8fJxIJKIOWF6Y3Frs/cx/zlJJuoWqVQtf00K8k0pLEaXmcBgMBjZv3syBAwe477771O0HDhzgnnvuWda6i+AQcOeCbfuAY8q/gjLj+z7gyGazqszaqlWrVGrTQgOpFWRAi0arJ1/CcBaxWIZHURT6+vouGV2/WCl3/t+XKxMX+ylEUSSdTlNZWUlTU5PKn52/9sLpzvMN5lKUKkWZ0xCPx+O0tLRgtVrJZrOMj4+j1+vp6enB7XbjdrvVm9uBsSAP/agbrV7HTXvX8ocfrgHAP5uiwhYnKmj50N4mFAS+9oPjiLKJHRtcdHRUqtmiZDKJzWZDFEX1s02lUurnFggEiMVi2Gw2ysvLicfjNDU1EQwG6e7uJpVKMTw8TFlZmSpzuBjebQWj+Nkt9/j3+nGR/tfW1gbMXdvHjx9neHhYbSwrNcn1cpSqy1U8FlZmigY4f+FSUyQRnXbxKspSKFXh+KAa06u4it83pNNpent70el0rF27Fr/ff9Hsi1JBRBGLBRylaMGyLDM5OUldXZ2q0rhYFX++X7ycrO58fzczM8PY2BgVFRVUVFQwODh4CTWriKWSc6V8ZTqdZnp6mg0bNtDb24ssy/h8PrRaLUajkVgsxvDwMC6XC5fLxYi/QGAmxuBYiGxWQmerA0WLRmfCavcyNTDOno5yHN4tDE1m+Ma/vILRWkYo4+aB/asYm4pxpDvJ2jYrmnnVj4XvQ5Ik4vE4Y2NjCIJAKpXCbDbT2dlJVVUVIyMjKv16fHycbDar+oRSleX3qIp8RbhSlsByfabFYlF7OxoaGojFYkxPTxOJRDh16pQ6+f1y73c5LIGlHi9njaWwGKXqL/7iL3jwwQfZunUrO3fu5Bvf+AZTU1N89rOfBeCv/uqvOHLkCC+++KJ6jiAIq5iTfy8DbIIgbABQFOXUhUO+Afy5IAhfAb4J7AQ+BXx0WS/2XeJ9E3CUumhCoRC9vb3Y7XZqamouoTbNN5aaCxxLjVaPJC1Pyq/4dzHLrNFoWL16Nf39c301l8vKFA3qcnipyWSSo0ePYjAYaGtrIxAILNp/sXDbwgrHQsNaLBPncjnq6urQaDQkEgn8fj9ut5uWlhZVMcPn883J1ElWELTU1zrJFixs6rQyMJ7iX56NoBNy3LHLSUdLFY8dmGF89BR+fxBX7SaePqzj0LlhjMSx283sXOvC7XYjyzKSNDe5vEjH0mjm5AyL1Q+tVks4HEaWZerr62loaOD48eNYrVZ8Ph+xWAxZlgkEAhc1CC6GK+WnvhOK1HtZAVn43ZpMJgwGg6oAFo/HCYVCdHd3o9Vq1VkpC9e8nGrVcvmo+XkVDp3uqjG9iqt4P6E4YKytrY2pqSkEQbhs1WI+Lnds0e7EYjEGBwfV4Xfd3d0le0MW9oPMV39cypcqypyS4tjYGB0dHSQSiYv2L/SLlwtCFrIBAoEAPp+P8vJyPB4PoijS399PMpnEbrerQ07T6TTRaJTXjoxzsN9GQdZgttj473+4AZt5rrl7Q/0M3UMJ7rhxJZ7KTh55Pk4mD4LeRTw8SVnTXqZm4vzmpaMUFAO+6Gb+5PZWTg7k6RuN0V4j47HMsQXmB0bF95VOp0kkEirdKB6PqwnKlpYWenp60Ov1jI6Okk6nKRQKhMNhDAZDyZ6ChT7ptx2M/DZYAhqNRvWHOp0OrVZLY2Mj4XCY4eFhkskkfX19agCyEO8VxWqpqslSKEWpAnjggQcIhUJ84QtfYHp6mjVr1vDMM8/Q2NgIwPT0NENDQwtPewZonPf4ZPHlASiKMiIIwq3APwB/ytysqv+gKMoTy3qx7xLvm4BjPhRFYWRkhGAwyObNm+nv778k6zv/x/p2hWOuh0OS396+VMCg1WpJpVIMDg5iMploaWlBFMVFezyKmYVS/RpL8VITiQTT09Ns2bKFs2fPXmIU57+npYxoqW2iKHLs2DH0ej0rV65kfHycUCiklsOLsnQej0fNHP3wuVm6xwQEKc6Nq/JUlutJRPzEYhKV9iSiUMYLx9I8ddCHhJloHARBwuppRcqGON97DDmfwuJqQmNbQVurhidfGsNmyLC2vQKjycxLxyKsaTaolZ1iaTmdThMIBABUg+p0OlURgN7eXtLpND6fTw1aEonEJSXJxa6bhY+vNKBY6vgrNVyXKy/Ph0YzN8nVaDSyadMmCoUCoVCIZDJJd3e3Ov9FFEVVHWs5r6EUiseIheJjEb3uyvpCiihVLoYPpjG9iqv4fYCiKAwODqoTsRVFYWJiAlh8COByAo75ErlFP5TP5+np6aG9vZ1IJLLoWqWqGQt9bSlfXCgUOH36NIoyp6RYTDoV9y/0i0vRiRdW/hVFIZFIkM1m6ezsJBgMkkqlGB8fx2azYTab1b/dbjdo7Tx12IxGzrO5Jc9MNMfGFjv9fT08dziPgobVrTbu3e2gpmYz0ZRMjVdgYjpOPhPG4qxHzCU52C2DoMNu1rF3ox2dXuDNs7NEk1pm/T4+97F1BCNZREmDSZtTm+QX+obi/Ibi4Ear1Uo0GqW1tZWWlhZkWebkyZMkk0lOnjyJTqcjk8mQTqdVCnWpa+e3iSv1me/Ux5rNZmpraykvL6enp4eKigp1WHGRiuXxeLBarZddczFRlaWwnGOKKEU7LuJzn/scn/vc50ru+/73v3/JNkVRmi73fIqivMrcAN1/dbzvAg5RFDl37hwmk4ktW7ao0e3lSsNvBxx6ZPlSjur8Y4vbEokEkUiELVu20NPTc0m/x3LLxAsrL8VzijSnYDBIdXU1dru9pBEtta2IxYIQWZ5r3A6FQmzcuJGBgQFkWWZ2dpZkMklFRQVr165VKwxDQ8O8fL6cqZkkFbYE166rwW23sXVNC9/6RYCRGS2aQoAb1km8MVFNKjlO0HeS1hWbcVcb+fwn7+LvntCiMVeSS0WQ5TzVnko0WhNf/OYBhiazWBwVGJyV9J6AiSkNz7w+yu5VBdat06oc2flc2VwuRyKRYGJiYk5p7EJFpLGxkebmZoLBIBMTE4yPj5NMJtUsTlEl61+bEvVu+aoLA5pSKK5hMBjUSfPNzc1qJsvv9zM7O0sqlVIb06+01FvM4IhSscJRQK9/ZxrjSylwfNCM6VVcxe8KRbuSz+c5c+YMTqeTzZs3q3Td+f2My6lwFJNnix0riiLnz5+nUCiwa9cu0uk0wWAQeO8q/6IoMjk5SUdHR0nlyKUoy0u9huJnUhye29nZiSzPNW7Pr8B7PB48Ho/a9/jMSYFIQiAZCePQyXzyrq2MTqVwyCIVXh+BcI5yp8hsKMoPfj2Ow1lOR53MdfusjKzdw5uno2hMOlKxEDU19VzXVU4wFuXoOYW7txeIRGOsW7OFieko//TIMSRZS23DCv7snkoGJjJIhTxuy1zQt9CXKIpCMplUhQBCoRB2u518Pk9nZ6dKoT558iSjo6PkcjlcLpc6dHC59vy9wLtlAVyJTy36qiJdHODw4cPodDo1+MjlcoRCIbxer/r7eLfKj1fymRZp5/8W8L4JOARhbgjP2bNnaW5uprq6Wt0334jOv+EsQqvVotUUjaX+ompDKSNbKBTo7e0lmUxSX1+P1WpVjZXBYLgooCg1dfxyZeJCoXARzamjo4NwOKy+z4XrzKdNLUapWvgc4XCYQCCAy+XC6/XS29urShP6/X4ikQgejwe3201VVRV5bSWx0wUkJUd/33muXSdj0pnw+2Xq3XHyOS3rW52s7Kjm0JQBq6OKiYSf2zaGqK5qRJYlauzTjM8aqazwIqMBOU0mcp66aht6k4WqmgauXa/l3EgOs72K8MQhujbsQKfTMzAWJ58cp6KiAkVRVApWMRNVKBTIZrOEQiGGh4cxmUzq97x69WpkWWZiYoJgMMipU6fQarWqhN5yeaulKiDvNf/0SrI3pbCQG12kUFmtVpxOJ5IkqQOTfD4fkUgEvV6PyWTC4/Esm1Kl0WgQL/w0ZEnE8A4Djn9LxvQqruJ3iVgsxrlz5+jo6KC8vFzdPt/PLSYBXyqRVipIgDm7df78eWpqajCbzWoy6HLVklKV/1KvEVBlwz0eD7W1tUxNTS3qF+ezGYp/L1XhyOVypNNpGhsb0ev1wBz9bHJykqamJqxWK93d3Tgcjjl5Vq2VY0NpbtigIRCB4KydznqF7/9qjNGgDaQk66oSfPxDa8mIOn7080PMzOZJ5u0YrE1UeCIc6dPg9Thp8g4zaFtJKJLiZy8FySX92DwtxJvifPiGlfSNxDk/GCARncFR3oHB2Y4/GufxV6PIihaPboo/vHsVj7+SIJeO0l4j0tFkusiXFJN1xYG+RbpRcejg6tWr0Wg0RKNRAoGAOqT3SlUi3wu8kwBjqSTd5c4vHl9TU0NNTQ2yLHPkyBFSqRQTExPq/Znb7cZut6vB6cIKx5WqVi2FXC63bEWr9zveNwHHzMwMvb29rFu37pIbmMXKxPP3a4UL08G1eoq/qfnHFo2RJElqY3hjY6M6VXw+b3U+VWvh1PHllIlzuRxHjhxBr9fT2dmpTi0t7i9lREtlbYo/nvmNdYqiqNPO169fz+DgILlcjtnZWex2OzabjfXr15PNZgmHwwwMDJDKiFSWu/nYHidnBg3sffDDmAw6/vY7x4nE/LQ3lbFnrUw4q+P84BS1ZpnpnIFP3LOTttYGfvViLyP+CZqrNXxirwevdy9Wq5U//b8fJxSw463fxJ/fW8Hxviz/87tjWLUBPrW/Hcut+/A6TTz0swl8EQta2cZ/+WQlBoOeXC6vDkgqfkfF/2VZJpPJkEgkCIVC2Gw2NYvucrlobW0ll8sxPDxMOBwmHA7jdDpRFOWia+dfo6JxpcZz4XqXw3wudXFNg8GAy+WisrISn89HLpdTJ7mKooggCMRiMdWgllpTo9FQUCsceYwG/SX7l4PFKFVXcRVX8d5BURRGR0fZuHHjJXNvFutt1Ol0pFKpS7YX/54/dK64rXiT2tDQQHNzM9PT04tSiee/toUBSSm/WPRj+Xye/v5+Ojs7CYVCF61ZKqG3sCdjqQpHsbnaaDRSV1enKgLG43GVutTU1IQsz/XMhcNhnjiUJ5nVceJsP5+9pwmDqZXnTk5R4ZRp8iTJJqZoqTPz2EsJfCEDyPWUucYpq7bx8X0mXjtuIJ/PMhGLs7pGJidZMFrtBEbeoqMObr2+QHPjSp564RyvHJ4GjZGKph3kE2PIhQyttQbu2Slztn+Wu/dv4KXTGkb8IpmUjG9smPUray/yjQs/e1mWSSQSJBIJhoeHsdlsuFyui4YOZjKZi2Tqi4nKf22K1TvxoVfSs7jw/CJDpqWlhZaWFrVCGAgEGB0dVSe/z1fMXBhMlPqMriTgKL6Ofwt43wQcDoeDrVu3lmx8Wk5puFjh0GgNF22ff14kEqG3txeDwUBrayuBQEBV9FgsK7PQ+BkMhpJZoSLS6TSTk5Ns3LiR/v7+RYOLhU3gC/tSSnFVFUXhzJkzyLJMa2srer1eHR5ot9vp7u5W+ahut5va2lpmovD9p8+hEGbLppVsbggwG7CSzmvQ6yQsVht7trWRl/W8dCSCKEqQPMkf3tmK211OIJTmjZNBRFmP1bsJi0Xk5y9NMxPOYTDZiEZDVFdWYNJJnB1MEc/pyWTi1FY5yWQlJqZjXNMaJClX0VJXjtWs5x//5Rjnh0LU19XyHx+sRatTiCZyzE7PSerOD0CK1Y9YLEYkEiGdTmMymbBYLKpEcm1tLbFYjNHRUcLhMMFgEK/XSz6fvySz8G4DincTYFxuf3HbwseXM7AWi4Xq6mqampqYnZ1lamqKqakp4vE4FouFQqFwSZZl7tq9sKYkYjJfbNSvRBb3XUrdXsVVXMVlIAgCGzZsuOwN4nKaxhdL2iUSCbWyUUwiFP3VUmstt/IvSZLacL5x40ay2WzJ4KJUIm5hhWP+Npizg7FYjNnZWbZu3cqpU6cQRZGxsTEsFgtms5lsNktPTw8ulwub3cXjb+qZmRForozhbHTjMdrwz4Z4tddCJmNgdPAwn/pwK2tWd6HVagnmoyTSKeSkj/17K4hnMnzn8V46W8vYvz5KW2szWq2WwfAsUzEHBqORTWs8VJR5OHx2lrPdEyTjIepat2P31DGdGGW89yX+jy+Z2LGljX17Ovnur8PYjWlW1WgIBLN84o7rSWVEvvLISfRGKysa9dxYpbtoLsnCa6KYgJydnWVwcJCysjKcTicVFRVMTU2xadMmdYhvOp3mzJkz6uyo3wbejY9czuPLqTTOh8FgQK/Xs2LFCgwGA4lEgsHBQSYmJlSRnYVqmaWCi+UwCUq9vw863jcBh9lsvkQStoil5PuK/Rw6oRhwzL3lZDJ70bGiKNLb28vGjRsvGrS33Ka6pXo4ipiYmGBycpLKykrcbveyOajzKVWLHVcsEzc0NGCz2VAUhUgkwszMjDrzoqamRu1LGR2f4sSQkXDITyoZwVu9jqqqajQmhX/6yTmMZidb11awuj6P2xImmTdQ5UgRT2T4xCd3YDEofOfngyhygVt3lGOwOLhmg4F4xsLwTIpU1siOTc10rVpF9+BpXj0os3+lhLO8mZa664kmc3zhoSMkEmk6O9v5zw9W0zeW5TdvjiOKGTweO+tWNWMyaPjyY37CCR0mZP7bH9ciCHMygsFgUL1hLmZyio3n6XSamZkZdDodZrNZldDT6/W4XC418JiZmSEej6tTz99tRWN+QHylAcs75YpeyRoajQabzUZra6taDevt7VUnubrdbpXXW5CLa4iYTBdXON6LHo6ruIqreO9Qika0EMvp4Vjo62RZZnh4mEwmw+7du5mYmLjk2MXoV8W/F1ZAFvpSSZLw+Xw0NTVhs9kQBOGyfrEYVMxfu5SvFASBgYEBYrGYOtsqm82qM0OMRiMajYZVq1apVZw3z2YIxc1kchK9vX389X+8mXjKgdEAGNIcPpdlY1c5GkHmGz86SDTjpLXRyc0bsrS17UJRFL7w9YNE4gWiOQcf2mpnfCpC74SGnavtJMJnqb5uLRoNPPxEL4NjYYxmF1VVFkxGuG2rzGlLFYdOTmB3t9G1upxfvFFgNqZhNDzD6oY0f3zvbgRBw1Mv9DIbjmN22HGVtaAg842f9mKzmmmqKNDQIFw0F2s+ioFYLBYDYGxsjLq6OhwOB+3t7USjUdra2giFQpw/f55UKsXQ0BBerxeHw3HZa/JK8V4EGFfS41EKxWMEQcDhcOBwOPB4PNjtdnWWWDKZJJvN4vV61d7bhVhuIPFvKeh43wQcS6E4IA0W1xbXay9s080p+ETjGZWKdf78eURRZNOmTReVoy9nJBfSpxZSror7ixSgcDjMypUrmZ2dvWj/cgxrqSCkeKFms1mOHTuG0Wikvr6eoaEhAoEAer0ejUajNhEWfzQOh4Onj0eZCOUppHLccZ2RcN7K0TNjvBD0kUwmsJatwFneCIZpvvKjQexWA12dFlZ02bAYZHpHk/hDGcSChlv2diKKeb74kyhIKVZUBrl5TycuVx3TwRyHBrWgNZGTo6y3zvC9J8MUxBRbVphIy1XceWMzY36JHx2Iky9YsMgG/td/3AZAOp2l3hnBoLGwtdOJRqPhsafP0jOaZ1Wbl/tvqlWpcNFoVA1Aip9PUckjEokQCASw2WxYLBYqKytVRSe9Xq8GHyaTiXw+X7Kc/G4pVZczjpdbrxQuZ1CXeiwIAmazGavVyrp161Rp5OnpaY4dO4Yo7gU0yJKIZUHAUarSWApXKVVXcRW/Hyjak4U+a6m/ZVnm6NGjKrVVq9WWTLTp9fqSilalKiALE3HxeJzBwUFcLhdNTU2EQqFFE2zzh+gW95carFsMRiRJIp1O43K5aG5uJp1OE4lEmJiYwOl0YrfbmZiYUBNRLpcLs9XFbbt0rJnOcqJHz/qW1bx0aIhD/Q4UQUuFYZR7bqinqmoH3f1TDE5MoNEJWMvagXEeffo06YKbfTtaSSdDlFe5yGSiPPF0D6KopXdyDQ/s9lJQjPj8Ep++u5NDxweoqSzHaZX57hM9PPTICA53NQ/etYn1K8rRaATu3SNw4GAGpdzMfbd28eqJOK+dyWHQuLh9j0JTUx1tDQaeeXUYnz+OVi+zZW078ayBHz8/i1mfp96ZRTFJPH0ohiDFaS9LsWrV29dILpcjEAgQCATQarVMT0/T2tpKdXU19fX1HDlyBIfDQSAQoL+/n2w2y/T0NB6P5z3pQ7hcU/iV9km+l0k8vV5PRUWFmuD1er3qaIZ0Ov2OArEroSd/EPCBCDjm93AsbCAv/q3XXNivn/tRxJMZbCaZsbEx6uvr8Xg8l9zclSoNL9xfquRbhEajIZPJcPz4cbRaLWvWrCGRSCzZmzE/a7NUI1zxnFgsxszMDNu2beP06dNIkkQgEEAURcrLy1UFjng8TjAY5OgZH4GozK2bvUxGbLitNaxuL+NvHy0gyhFScT/b13lwl2VYVxPgwMEAYkFG0njo2tKEf2qaf/nhecpdRu6/zkVTQwUul5kXT2hQEEnH47RtLScajfDrVwaodGv5+F4Tdo+Dhuo2Xj2VZXg2Ri6nodmdZNe6DK8fHsBlk9neqhDNOfjwng1ksyJfeOgNspKFrRsaeWB/Bd/6VYwnD/qI+KcR0OGtWYlGo+HlI9McPzfN5k47e7ZVq46mmF0vapoXG/VnZmaAub6g4gRXj8eDVqvFbDYjSZIqGpBOp9FqtWoPyHvd83GlxnHhNVqqiXz+OZdTqZq/X6fTUV5ezujoKFu2bOGJnrntsiSSTiUYGBhQpXeX61yuNo1fxVX87jH/xr+Ihf5tfj+iLMsqRXXz5s3Y7XZV1alUs/liDeDF/fNnbsz3m0XVyfb2djXLvhhVaqlEXClfWZwcXqRIFyv+xZ7JQqGAyzU3JyqVznJ+cJYX3jjGsd4MepOdm65dw53X1xMI59heoaMghOgfmqRrpZ4J3wzf/oUPo0HHjo11ZAsG7tpn4thJOHrah96cIVrYzLY2E88ek8jnLQiChspyMzdd48JiivH9Z0KIgoNXj/n45K21WGwuCpKAf+YNNDozrqrV5LITfOlbLxGIaigrr+Te6710tKxBEATK3Voq7Cl0SoLrd61jcCzEFx8+SVWlk/tv8NLR0YLTZuKVE3FEUSEcinPjpjpe7LVhMAtMDpxDjkcRRRGNRnOJr5EkSe15gblBe6FQiNWrV1NeXo6iKBw+fJh8Pq9S4XK5HLFYbFHZ3eXg3fjIK+3pKIXl+FCdTofNZsNms+H1ehkdHcXhcOD3+9VAbGpqCo/Hc5FM/UKk0+l/UwyAD0zAMd/AlWog12mLAcdcD8d0IIReieB2u2lublZlbxeuWyobVMRS9CmYa36bmJhgzZo1DA8PX9I8t1TWplQj3MKgp9iTUFlZidVqJZ/PMz4+jk6nw+fzMTMzo87YcLlcSBoHb7wcJCdp6Rsd5r5rzUgZhfHxNF11SYaDLm7v2sLW9Q184xd+vvoUGBUNH7/JSUW5CZM2z9Ov+ZieSZHXlHFrTS39E1Fe/uUETmOcu7caaGhoZ8hX4Fev9tA9mMBocXDtjmZWKOMc6CvgscvcfY0NWedh65pWfnMkzdGRJJJUoN46xJ6NEsFZmVePTjA9G8FiNxMvVHJ0UI/W6EaIBTAoER6870Y2rbaQymR55fA4M6EUjXVlaLVafvKbCCO+EHXeDB+7rVmlW2WzWfWzFgSBfD5PLBbD5/Oh0WiYmZlRMzn19fX09/ej1+vVAVrFpkKbzVZS/epy2ZgrLfeW4rMuxMJtC43jlXJcixAEAVl5e/BffV01Ho9HrQQZjUby+Twej+eSJtX5+LdmUK/iKn5XWOoGr+i/lgo45vul6elp4vG42vNXTOIU95cKHooo5eNKUa76+/sRRZHt27eTyWTUOR6l/OL83oyF20r5ymIT9ObNmxkaGlIpW4FAgLq6OpxOJ93d3VgsFhxONz9+zUIsYSU2oyOfS1BRv45QXOB7T40wHnEiSEm6GgN8+q5VnBrM43EouBzTRKIp6sv0mCx6vvmLSXSCEb3RgtFeQyab5oXjSRQxDVojHbUa7tjfwXQ4iahx8e9uT3Kud5JVHZWEI3H+/pF+MpksTc0deJxaNKYkR/pEomkdhUIOq7uRRGyUbz6eZiZhwWGIcucuE5VVaxibTvP48334gznSiodrt3WQyWZ4/PlxWhts3LQuxMqVHRiNRk5PJImlTOgMZvbvqUen03GqL0ZjpVYNxIqUovlIp9OEw2H6+/vVG+5UKkVdXR2NjY1qgDc1NUVvby82mw1RFBFFUVUDu1K8mwr+ch+X+t0sfM6FfSALg5pism5+IFZUOxVF8aL7sPnPn0qllvSfHzS8bwKO5RjTpf42XAg4NNq5zGxv/zB33ryFdDo9t30RylQpI1tKCWNhQOL3+5mYmKCyslLNGi+WoVmqN2P+tuJsiWLmwWAwsGLFCgKBAKlUipmZGcrLy7Hb7axbt47ZyFyA0OQdIpFRqC438umbvfSMyly3ZSN5UeK///NrZAsxOlpr2LNyBrvdTigUwmlIEjNo2L7Gzbq1VTzx3Bn6JmZoqrRwy04vbpeLmkojv3kLMnkjUl6mzOPmm89oSSRF4kEd5R4tja2t3LnXzTd+dJ6T52NYbA727aym3unjfG+YKlOea9otyOi48/rd9AzF+eYzcbRCDbs3GxA0Zm7aHCIUh6HhHIrFwGf+eB+tjV4eeaqHZErkgZubWNU+15jsmxXpH0+RzOrxmOcyET5/gkl/GKdpTlu9GIDk83nMZvNFpfdgMKhSrWKxGHV1dTQ3N6tSkJIkXRScGgwGtTq2nAbuyz2+EuNaCqWM45Vois83wMVYRpZEHDaL2jgoCAJ2u51CocDAwICq6V6UWZ7/fItNUb2Kq7iKfz0U5eINBoO6rZSvlCSJcDiMTqejq6uLEydOqBndUr6ulN9cmKgrlYgp+kabzaZm1y9HIV7ONo1Gw+zsrCoJ73a7kWWZgYEBotGo2p9WX19PTW0dPz4QIxwMkJCq0GoNZGIjrF/TjrNMwzUrFTSaGl45GqCQ9lNfZeGR5/OEEjJiZoZNDVHuu2kDb51Los0UkCWJaDrDh3e7ORXqQMzn8E0ep9qd5/5b1uKPr+PVI6O8eTqGomhYsXI1H97ZzI9fySNmtexYX0YileWatS56fTrOTkhk0nooxPm/PrODqgorKKuI5mZI9sepc6eIRBUePxgmldcgFYzce6Ob1pZKast1/Lcvv0Uyo8EXaeX+fSvJ5OFXb/jprIc2Z4Ca61dS4XXw7MEgh/tAkdLcs6scjUZDKiNi1M99vsXvb/53WKTf+v1+zp49qwq0SJLEypUrURRF7Rc9c+YMgErLu5Kehcv5zHcSYFxJE3mpYyRJuqjCX6qnUavV0tDQQENDA5IkEYlECAaD6hDpYvCxFOX4oYce4otf/CLT09OsXr2ar3zlK+zevXvR1ykIwlrga8BWIAx8E/gfyoWspCAI1wIvlzh1paIovUt+CO8R3jcBx1IoGlNYXFvcrC8ayLm3XFlVh8ViIZFIXHIsLD34aCleqqIoZLNZdWBRqTLxcoKLUpkcjWZOI/rYsWMYDAZaWlooFApEo1EEQcDr9XL27FnMZjNut5vvvFRGMu7g5PkYGp0Bo8XOxnofdrud//VDhWwqRDgcx+l1IJs76OjM8KXvniKd8bOq2cqd24243VbGfEFeOx5AUozYyrbSVK/w8qFBnnx5is5akdu2VlFWthqTyYRWK2IwGZFSY3z8rk1kMn5ePThDIpFGr5OoqO3EoC/QPWHl1cPDOBxW7twjU8DCFx8Zw6qLUe3QYjDZePDOzUz4gnz1Rz3YbXa6VhrobHbhdpt5/rU+Dp2cBI2JuoYWVrXDgTfHiScTfOZWD25PNWZTI4OjM3zxO4eRFR1NbWv5vzuNxBIFQiE/2WyW+vp69TssNp8Xv8NoNIpWqyWTyWC1WsnlcjQ0NOD1eikUCnR3dxMKhZiamsJms1EoFC66uX63PR6XOx4uDcSXkxGan51ZaCznHz8/4LBaLjawFosFh8NBXV0dsjw3NCsUCjEyMoJer1cHZi1GqfogGtOruIrfVyzHv+VyOY4ePYrJZKKysvKifo35GerlKFotFpCkUimGh4dxOp1qU3LR5lyuKlK0bYvRrIoN0IIgsH79evr6+kin04yNjVFTU4PJZFKVqBwOByd9tcwk7cyGJpESL3Pdtbu5c8s1iAWR507k6Z/Uos0Ncv91Flpbt6DVagnlY5wZKlCQpmmtL+PHL2tJpHSkw3NDbPfuXI/RaGTqtSBjGRt6o4Utazy81l/JyFSKfNqD2RDG6alh32YdL50SSWY1JMMxRvIB/vTBa+coYC1QdmaWU+eTbNvaQsDv45GnBhElDS21Vv7owzW43R0kUyJnpqKIM2k8zhg1ZW76+kd56YiFtZ31jE7MsnlDOSsbdTz8y2kmZrWcG4rzH+5vxWm30DsaZ/c6EzbNMG5vFWvaK3jqhV5efsuH2WLhlr0djAVknnwtikmTYEVVjpXzquqCICAWZL7/qzEqnRIu/SxutxuHw4HNZkOv17N582ZEUSQUCpHP59U+kOXI7r7XLIHLMQBKYSkfWWrNUpXEsrIyysrKgLcrRQ8//DDf+973sFqtPPfcc+zduxez2QzAY489xuc//3keeughdu3axUMPPcQtt9xCT08PDQ0Nl7xGQRAcwAHgNaALWAF8H0gBf7/g8NXM+dAiZpf8AN5DfCACjmVVOHRFlao5w5nK5C973mJN44spc4iiyMmTJwHYtGkTkUjkHQUXi2VyUqkU0WiUTZs2MTk5iSzPTQ4PBoM4HA5ViarYoK4IFiwOA6Nnn+TOW66hzKul0tvCS902BG2SVHSKco8Ol1vP/lXj9A0WEJBBY2D3NSvx2Ap868kABTHLnk1l5BUXk/EsX/5xkMD0DLIskNZsZ/WKJM+9Nkwonmd7XZ7q2ibqH7gHQYD/52uHmQ3Fqaqu4VN3mXn2rIVXz2UI+UbYtrGOxtpydm4r50s/E4lmo4z5+9m1Rsu2jRYmpyP86OlzzIQK5DQVGB2tjMzE+Pqvo+gUgRu3uamvrWbzaguP/vIoL701DTobgWw7n7tDy1OvBTl3rp9kfBZvRRNaWwuReIov/iiAIhjprHWydq0JWZYJh8OkUilqay/WNC9WP+LxuNrsn8lksFgsaLVa6uvrcTgcJJNJ+vv7GRkZYWJiAo/HQzabvehm+0oDiuVUOEoZ7MsZ3MsZz+J+RT1GxGa7OOCYf45Go1Gn8gJks1n8fj9/9Vd/RU9PD//1v/5XbrvtNm644QbsdvsH1phexVX8vmKxhFkRyWSS2dlZNm/eTCKRKOn35q91OUrVQn8GcwmdU6dO0dTUdEm/yHL7NUrJ0hf9Y1FdsrW1FYPBQDwep7+/H0mSEEURi8VCZ2cnhUKBeDxOJp0CTQV6gwmH08RN17hIpB2YTRryQoqjZ/x0NIpkMhm++v3XSYpu2psc7F+Xo61tL4IgcHo6gVgwoygztDa2MzYZomdMYOtqF6sj56m+YSU6nZb+VwsYzV4ivmN8aFcZHZ2t/PpglEpnlj0rMoSjOjasWMFzL5/k9VNZjEYDG1dV8Id3t2EwGBgaj2AwjpCIFfA4dfj9fn7y7BiKYKCpEm69rZzeyW0c65/i6OkJCpKGmqa1PHi7g0Q2zWvHM+zbpBAOBWlrbcFmM/H33z/N2MQMNruDv/zUahw2K6d6o4CA3WbAW1nPtnVevv+8TE4yMDvlx2W4eB4WwKOv6Zj0Gzg7GMWFn7Vr54KL2dlZhoeH1aGDTqcTs9nMli1bSCQSquzuiRMn1Or55QKQy7EG3i3FajnPWcqHLuyLXErF0WKxYLFY+PznP8/atWt5+OGHeeGFF/jrv/5rXnrpJaxWK1/+8pf51Kc+xWc+8xkAvvrVr/Lcc8/x9a9/nb/5m78ptewfABbgk4qiZIBzgiCsBP5CEIQvKxd/sDOKogSXfNO/JbxvAo53Q6mKRCIUcnOVBuFCwJFO5xbNxMzP6izVVDd/5oYkSYyPj9Pe3k42m73ouPlrLqaoUYqXOt8Ah8NhZmZm1CYln8+Hz+dTOZdnz569SImqrq4OQZBRFC06rQ6vTeRgn4V0Nk9i9iArW72s2tbIAze30z0Y5uEnerBbdexeq6ex1ondkGTYp5DNS+REE10bazlw2olEinA4TCEborahnXv2WsBg4uiwjKToEaUQVRUxDh+fxGTQ0bVSy0y8gf27O9Dp9ej7zchSiFxymnVNFbzYa+DAiSnIjtPQ2Mqmxjru2reCb/8yzFgAkKu4YVuC6kozWzsVfvW6jE6QyGUSbFhZgyJl+M5jxxifjpJMzFBeV43LYeC1U0ne6hYRpXrcZWnEgkRndZxZ/wR3bINAQs/NO2pJpvP8v//0KjnZzJb1rWzYYEGW55rsk8kk1dXVnOhNMR2I0FQ+V0XLZDJkMhkmJydRFIXKykp17kdVVRVWq5VQKEQgECASiTA7O0tZWdkl0oTvJABZWDG5HN6pAZ6/tCyJOKzGi45ZyqCaTCaampp46qmn2LVrFw8++CDPPfcchUKBe++99wNrTK/iKn6XWK6PLIqpFIVJRkdHmZqaUilI6XRaVZlaTu9iqcrJfL9XKBQYGRkhl8uxd+9eEonEJUqNi0nMLwxCFr4ORXl7cnhTU5NKkZ6ZmcHnm6vmu1wuRkdH0el0qhKVxerggRu09I2H6R3UU+VeyfNvjHBs2AGCQL11lAf2NVNevoI3jw0yNu1Da9AxmVzJGmmAR391mqziZnWzga7GBG333kIqleH//5UXEbR2zk+t58PbPAz6DZwdjNFZI2ASRnBuWInLoeex19JEExpGhsfZt8XIh/dtRJYVfEEdTscE6Fw0lCu8fGiIw0MuDNoCq2pg/0fXYTKZONU7zdTsKJlchjKXh2ODek4Py2QzDgQ5x8rWOj50g4NcOsh3f95LOp2htqaGP7mnllxBIhHM8rGba3jjuMLGta14XDa+9vgMoaQOJSvw2ftXUVNdhi+QYv9GePlYknq7i4/fuYbhsSCPPjeK02Fi6yobyawBg6WKmYkzOJy5i64FQK10K4rCyMgIVVVVOBwOVZFszZo1hEIhRkdHSafT9Pb24vV6Lxq2N3/Ny/nQpSr67yTguFxV5HJJvKVQKBTo6OjgS1/6krotn89z/Phx/vIv//KiY/fv38/BgwcXW2o78PoF/1jE88D/AJqAkXnbjwmCYAR6gC8oilKKGfBbwfsm4IDFdcZLGdPi9tnZWdLpNBUeO/hAEObeciqTuyQ4WRgcFBuD4dKsTfEilCSJUCiEz+ejqqqKmpoaxsfHLzG8y83azG8ah7cnhxcKBTZv3sypU6fI5/MEAgFV1m++EpVvKsyTR0QSyQS1jggdHa18dPvteL0e3pq2oJdmic70s3rvKirLXAQCAUYmYljNOtwuJ3t3dvCrN2IcfbGATgqzrTXKpnWNeDwmmsrTzIS16PQWPnnPVuorDbx14jReOzywQ4/NVUdLwyqmZtL85EeHKBREdmysZ/tKiXiwF5vVwpbKJDPpcj57y11E8w6kAQGdNs3U5AAf32dTeY0mbQqbSY/bkeOOG9dzunuUv//+KZqr9Tx4g5uK8g5sNht///Ah+kbjmC0ubrmpk9mEjnMDs5zJRehqS9HZ3szqtv2c6ovx2EsxDmPntm06btnl5Tu/DOObGGE2GMLibmQqVYeiFPjitw8RzxrYsbkJW9zKsydypFMWDhwc5n99vvYi2V1JklQd84mJCQAqKyvxeDwkEgm8Xu9cKT4Uwu/3EwwGyWQy6tyPK+mvuByftRSupKIx/3EmD/B207jNalr0nKUgCAK7d+9mz549wAfbmF7FVfy+YqFfLBQKaLVastksyWSSjRs30t3dre4vJs0uR5kq5UMXBiFjY2PY7XYsFgsGg+GSRJwsyxepWC0WXCzcJggCyWSS4eFhjEYjtbW1DAwMMDo6qtpmSZLwer2UlZWpNNkfP93Lqd4gVouVP31gBcFcFafPpMgmp2gsnyWbzbNphZnBoQm++fgQTrudlR11ZPLwkRv1nD2n5WRvCEXIkJTWcscWkSdfCZLLS+gNFhKJEF5vOQ5bkJ+9miKT0zE+2sdn7m7l0FAZg4f81LoStDYLOFa5qC038PDP+5mMezEIee7c62X1yjY0Gg39Y0lGZmdIJpPUVWjo7RvhheMpKsvd3LTVzvrVTVitZo50J9BptchSlo0rHezfXcuoP4rV6uIPb69iYlZmw8pyJiZn+eGzfrLZHLW11fz7j3SQzusZGI1x1y4DLx8NsKbVTm1NGd94MkggqoHcDB+/yUFr0xoAXjoyyUwoQUZ2UFVdD3NuD4Nei0GvV+ntC78vRVHU+VnBYBBBENTZKx6Ph+rqao4cOUJVVRWhUIixsTEymQzj4+N4vV4sFssVJ+WWQ7Ga78sWE2Z5pyyBy6FUj2MwGESSpEsG5lZWVvLCCy8stlQV4FuwLTBv3wgwDfwpcBQwAA8CLwqCcK2iKK8t6wW/S7yvAo7FUEqlSpZl/H4/kiSxbds2Tp3tv3D03IWRyoglOaxQ2rgtFpzkcjkGBwdpbm6+JCBZbjP4fMzfpigKZ8+eRZIkmpubMRqNpFIpRkdHsVqtatamqIDgdrs5PupEEvKI+SDj46Ncu0FPJiEQI8m6sjQTYTt3/bubWb+qmn954gTnR8PUVtm5e48Zr9dGLpclnRMxaPPo5Si7d6zh2PkUr/96Grs2yq0b9LR9uBWn0863fnyI4+dj6AwWdl6zkY06Hy+/MY7bBh+/tYK05OWGbdWMT4b5h0dOI8uwflU9W1pnSCcz2IxJ6s1JQoqNj3zmRjpby/nhr/oZmvDRVqvn/p0uLNYGCpLA939+DkHnIKPZQEebmdjQOMd7s2xo1dJcX09ZWRV7N3v556eyaNIFouEzGDRWUtFRHnrMhssU4cb1XnKyhV2bynjsFYnpEGREMwUxj6aQQKPR8vSLxxmeCKMxOJmOO3FFdWgNFkxilkBkHKt1L2+eSTMyEaDOmaCqqgpRfPtaymazqkH1+XwIgkB1dbXaeG61WtWsYjQaxWq1qt/hu6VclcKVZmOKj1O5eWtIIk77lQccpYz3B9mYXsVV/L5ioXpjKpXizJkzFOXaC4XCZWnJcGkFY7FEnCzLai+j2+1m1apVHDx4sKTSVCl68nICjkQiQTgcZuvWrZw8eZJCocDY2BiyLON2uzGbzXR3d6tKW6GUhYFRmVuv7aC6qgyTTkbMRohmKjCaNEz3n6GrqZ5b7+jCZDLxiwN9RONJUqLMrnVmmisVHn/mHDUVdtatKCORNfDxm62MTkr0TaTJijIrW5zs3bqa7okgZwZz3L1Ty9hEkHWdqxgNSIxMF8iJes6dO8V/+ewu7I65Rup9lhwHDvrw2gsICjz+zEnODOapKreyc52ZdatWo9FoePjxk/imEwSTRsqdNqKxKE+9MkVTrYMbO2doamrAYKjkhTf7eelIEFkRWLu6jY/u85LIamhpbeGu6wROD6a5douX7r5xnj/pQNKY0OXH+c+f6OStXvj6z0Zw2wUks0JTI7Q21fDGsVFePR6h0mvmz+9vx5cs50fPBVCkNIrGhcmo5+P37EKj0fLM6z5qyw3Y9Fo1QVcqGMhkMvh8c6bdZDIxOztLZ2cnLS0tCILAW2+9hU6nUwdP5nI5wuEwLperpCDBu6VULaxmlEKpc+aLMVxpwLGYiuPCiuUymu0XOlxh/nZFUfqAvnn7DwmC0AT8JXN05d86PhABx/wvoUh9Onr0KBaLBbPZjFarxWIUAAUEAUGjI3Ohh2NhVWPh30UszMoU9cNlWaarq4vZ2VmSyeRFx5YyzKWa3ko9T7FMXF9fj91uR1EUlZ5TVVWFx+PB6/WqP8A3Tvh5o8eAniib202I9Q4+tOcOIrEM//ubbyEJCdauKGdHexCnxUnfwATHu2fJKwZqzOtZvdrIEy9NMjQxSa0ryh/sdeP1dmC1mOkZT5IVDeSSGcq9FUxN+Xn21QEkKYfZqFBe08Qt22385hWJF9/yYzKZuHFXO43uGfr744xNZ/A4DUgaF/t3taBB5BtPhVAkkZayGDdvkPC4PYSjSSb9SRJJkZq6VgwWE99+Lkcun0BvKSOfjtBY62Zjp4E/+//1ISpmBmY7uf86M/FYkK884qfWneS6vS0YjV201jv4+lNxxiNZhtJZNhYmWd/hom8gS5M9jVhjJ2DQIOQqyQsOosExjoQ87N9rx2m3ct1WPUMTUXRihryscN+HtjI0reXVs1qSKStvvnWGvTs3UChIarAhy7JqtPL5PMlkkqmpKQRBIBAIUFNTQ11dHdXV1QwPDyMIAvF4nNHRUSRJwmq14na7sVgs70lPx3IMbCljmcnNO0fK47Cbl3zexbBQ3WT+9oWv+/1uTK/iKn6XWC6lShRFzp8/z7p16zh//vwllKbLiaUspB8vpF8ZDAZyuRzHjx9X6abzz19u5X8+5j+noigMDAwQj8epr6/HbDaTy+Xo7e0lm82qVKuWlhYURZnrrxtL8NxxkYJs4MipM/zVv9uk2r19coy3ulN411TT3ujiuddHOT9podpj5CM32mlqbsTrtvPrV0YYnZxlbCrFLddYaW9y8cqRMda0V/KRPWEKkoaG+nW8eSbO6cEColhgyjfCx+9Yiz+qpbFG4OMVIi8fjrFl9xrGfSGePZVBVMzYmOKTH6rG6y1DEODEUC+SnKWgGNAqWV4/0s/xvhyt9S7+4CYD1XVNVHgMPPGbQY6fC3DqfJDb95YDcKIvTteGdmRJJlVwsG+rleNnJ/jFi9MoyFyzoYo/vnc1CgJ6XTWCbooTvX42bzBw8MQUR0fLyGbNDPYd5b//p+vVG+IfPnEIs70SbCsRbGZOnBUQdBZ8w8e4eXslt31iK4Ig8LVH3mJwPInBZOfm69bTptVyfiRGmX0u2JyfoJuPTCZDNBplaGgIjUaD3W4nkUhQVlZGTU0Nsixz+PBhwuEww8PDGAwGstksuVxOFTV4twHH5ejCsDgrYLHHS6GUSlVZ2Zy8v9/vv2j7zMzMJYm6efAzl3ybj4oL/wdYHIeBjyzrxb4H+EAEHPNRlGLbvHmz2r8BoNO9fQFotHoy2XzJvo3i30tVOGRZpre3l7q6OuLxOBqN5pK1FhrmpZre5kOj0ZBOp9XJ4Q0NDYyOjqpTsG02G2fOnMFut6vNWNXV1fz0UIG8EmN2eop6p5517U5GhlM8/lwv0WgKb00lcc1K2joSfOnhowhaK9durcZp0yEJUc4NGRmdypPIG/F4a6iosPPikRC+wCTN5Snu2FaPt2wjFrOJv/7aESangrjcZfzZx1oYncrz3Z/3oi3EqKm0Ul7dyq17qnn1rQJP/KIfq83Mvq1uajwyGnGa2ahElT1DVtRx701rERD5+mM9CILA5k4Tq9uqcbvNhBIm9No86UKKDW0Wbt3bydm+8zz6yzxanYZELEhVTRNrV8Df/0RDPAWTsykaq6cISXpePAQN7hRNaxuxGDzs7VrDL18Lcui8gkaGbc2TXLOjjGhmLal0npODaVIZib2ba7BaLHz5Rz4kMc3uTXZ2bqjh5eNmTvb4kGU7Op2FNR1lFGQNX/tFglA4jsuQ5z+ttKrl/Hw+jyRJ6vdenHJblKcszlCpq6ujtbWV4eFhstksQ0NDZLNZDAYDBoPhIgGDK61wvNPG9PSFCociSyiKjN168fCi5cgaFqt88/FBNqZXcRW/rygm4kZGRojH46xcuVLNEi9XhWp+H+L8bQt7Fqenp8lkMuzatYtIJFKyQfyd+EVRFCkUCmQyGWRZpqmpCVEUicVijI+Pq8pIo6OjBINBtSdlYArqqt08cIPA8e4Qm9qq6esf4IkXpiloXLQ1utnWpuXF7o38/HAcnRwEvYlsOopBr6Wnb5zzPh0bO738wT47TU1NWCxm/vlHJxjxJTl4KszeLWXsWOfmrZ4069sdNJbN4PNnWbtiBW+cinB00AoC1FiGefCOdXSPFLA4JPauFznePcPmNhidCPC953PkRB1OfZ7/8NEWqqurkSSJf/zBaSam4mREI207DHSPZnn0hTgem4GP3OiiqbkVs0HhJ88M0D0YRq+38OHrGrhlQyWRhMzOLhc6rYw/rKFrlZU3DvfyynkPCAqramL80d0r0Gq1pLMSyfwsg74sW7bNyfmfHBKYDubRGd0kIj5qO0y4LDJlljTTOSsep5kbr91EKiPyxokgq9rKyIsFqusa2bvByIFDk/z6pR60WgN/dN+aCwktEUGZuwbmVxWK14Eszw01DgQCdHd3YzabcTgciKJIW1sbgiCQyWQ4ceIEQ0ND5PN5XC6Xei0WUcq/vdeDAd/JGkWkUimqqi52bQaDgc2bN3PgwAHuu+8+dfuBAwe45557FlvqEPC/BUEwKYpS/BD2AVPA6BIvYQNz7IB/FbyvAo7Fejhg7sZqbGyM6elpbDYbHo+HcDh8kWG8UONQA46FlZGFZd75KBrb4mTvxsZGGhsbmZycVM9ZeH6pBvH5WKxMPDMzQ1dXlzo5fGZmhlQqRWVlJa2trRdpXB/tDjI8mWHXahehWifGDavY21XDC28M8t1fj2M2V+L05BHzGTY3+Pnuz3qYCiSxOB0I9jXEkDl+PkYhn8GS6+PP79+AorGRFk2cGtGSLXixWgxotQJvHe+lIMItXZAsrGTD6jrsVh0/ezNKIi2SiwX56A0OZMI880qcfCZJU72bsvJK9u+p5+T5EF//VRKLPs32zjRNNW5kKcPrx6eZ8KdBa2ZnVysWS5YfP30evV7PzWt1NNRX43ZvIZrI86s3+sik06xd1cGNG3XMho9z/KSBm1YXEA0ttNasxuu28Lc/ChNPy/SNpbh92wgVNgdTU2CUQ7SUOzDqJT60fys/fSnJmaE8ckFkZfkU91/Xis2i48i5AKlsgVxei9Nq4JUz8OoZhUxGgMSb/D+f34/ZtJvesQLJnI6CoiWZCKHX6/nxCyl6ByapduX4o3ar+h1LkqTK7ubzeeLxuPq3xWIhnU7jcrlUqdnh4WHi8TgnTpzAYDBgNpsvul4ux18theVmZ+IXKhyyXKRhLM+AzkepoX8fZGN6FVfx+wpBEJicnMTj8VBbW6vajeUEHAtZAAaDYdHexsHBQRRFUdkFsVjssuqOy/GLGo2GXC7HsWPH0Ol0rFixAr/fj8/nIxwOI8tz4ilWq5U1a9aQz+eJRqM88UqIwWkTipRgQ0OU67Z28tOXIiSjMSKJLGZrgajUwrnJJIrGjCL5mZke4M8+tpHW1rUkkhm++08vgWAhlK3kxrVO/MEEvmCGj92+ipfe6KO6tp4N7SZ++lKUqaiNl0/Msm9Ngl1bVyCj5ZbdXhzWSUZ9YXatr+CpV8P0TxuQJQkHvXz2Y1sxGk0k0hIDgVlGp2I0eOey/a8enyWZN7Ohw8GHd7tpbKwnn8vxyjMJkjkNseAke9Y20j+p4WhPHK/Vxe4NMtXV9bTVwsOPvknvuITBaOH6nSu4+yYvANXVErHMENNhhTWNGk6cPMOzh3NotDpWNFr49w+0o9c3EY2n+c2xfmaCSdavrEKrKcPl8vHsazmaynLcuNbDMyd38bc/mCUdnySdCOH01vLZ+66h16fwv34QRCdn2LneQVtrG2s7ynjl8BBPHhhBb7Jyw84VdIDabwNv+7H51fGiUMvExARnz57Fbrer08zXr1+PJElEo1FmZmbU0QBer1edol7Ee0Gp+m1XOAD+4i/+ggcffJCtW7eyc+dOvvGNbzA1NcVnP/tZAP7qr/6KI0eO8OKLLxZP+THw18D3BUH4AtAB/Bfg/50nHf8fmfOX3czRjj8O3Aks6njfa7yvAo7FUKSzxONxurq6OHz4MHCp4SxGHBqtnlyucNEai1U74O2moVQqRU9PDzU1NZfcSL3TMnGxHK0oCsPDw0QiEerq6rBarYiiyMTEBBrN3DCjUCik9mo4nU7Sso3Dr0RJZyWGnunhU7eVIRYkRkdFXjk8TCYj46lu5k/uLGPS5+PJl/ood5u5eaeFrOIkNOPDoNdhMtqIx4b5yF1bOD1q5s0eEbkQoM48yN23r6eqsp3BsSg/eyFIQRRZv3YF160v8J1fBUkm4lTZwqxZ2UJX5wZcLhv/8NMwqayAmExx7y4ZuyPDwNAUvqk4NpMWr9PK3u0dDI+F+Mcf9VPuFPjkreV4vB5qKnU89sw4x3si6HRmzI51eD0xXj0yis0k8Kd3V1DQVrC2owzfdJivPTZAQdbS2NTBHdsmeOu0kUgsy4YaiYTcwMr6WtauqOaHT53jWHcfVRUObtiYpLLcRjKZRCeHcVtNyNkQd92yiVA4zD8+coIKj5mP7HFQXTU3SPHAsRQavRUpHmLXhjrMJi0DY1EiMxP8yU2V+ON21rbuY2hKYmBSJq/YGBzux2DYhCzLhEIhMpkMZrNZvbbmN9clk0mCwSCpVApZlrFarWg0GioqKqirqyOTyTA2NjYXZB49isvlwmq1XqJa9U6yMy8eT9PeABtWeNT9mQu39bIkLrneUliMn/pBNaZXcRW/SyyWbEin0wwNDWE2m1m1ahUjIyMX9XMs1RS+lF+cvy2fzxMOhykvL2fVqlUcOnRIPX+hD1w4RHApv1hEJpNhamqKjRs3qjQwn8/H9PS0Ojn83Llzar+G0+mkvLycO/dIHDyXJBoOsaHDwmOviCTSAvFoEqNWwmEzcudOBalg4MDRJGlBw3VdtSiKwhPPn8dgdlNbXcGUP8KqZjsN1RJf+UE3qXSOg6fr+fj+cjxuG2lRy6dvr+W1wwM4bSaqyz1892cnOD+SxG63c/NOLx+7fS67b3eLcDjIRCBFTm7moZ8OkxQdGPRaGhxT/Pl9K3A4VnB+0M/xnl7EgkBWbKSlBn79RohoQmRNXYYKt0xTw1bS6RRPHsmRzOgJTIzyJ/evoLG+nJmISEExIRWC2GtW4bLkeOypNzl6Po/F5mBvVw1/ckM1giBwpncGjXaUVBYcVg3Dw8O8cDSBzuRiZaOeP7lvEyaTiVAowkM/GyIUThCo8+ItMxDNOtDrk4T9vaxZ2caWzc3UV+p46lAeBT2z/lHu2rOazrYyCpLMcy+dopCTsXmbSEgVTAXj/OD5GBpy7Oi00C7L5PISBr1GTdDNv7aLwUU0GmV4eBiv14vD4cDhcGA2m1m3bh35fJ5QKEQkEiGZTKqyuwsDilI9jQubyC9H/303AUc6nS4ZcDzwwAOEQiG+8IUvMD09zZo1a3jmmWdobGwEYHp6mqGhofmvKSYIwj7gn4FjQIQ5yfgvz1vWAHwJqAUyzPnK2xRFeWZZL/Y9wPs+4MhkMpw+fRqdTseqVasu+qIXBhwaQUFSBDRaA7l85qJ1luKtSpLEyMgI2WyWPXv2MDExUTIgKcV1XU4mpxgwZbNZWlpaSKfTpNNpAoEAZWVlWCwW1q1bRy6XIxKJcPzcFC+etSLlYqyoU5C1TvZv3YzZYuWrP/WTymqwO7x8aqeA3R7DJOh47vUxZiMZ9LZaPr6zhm/8WiCViBCZOsX+LjO7b+3E7XZzYlREp9cSDvSw6vpqspk4z708htcOt+10k5TKuGdfAweOy2QLKbK5GL54gF3rzERCesScjc7KFIGkgx27qulsq+IfHguSSGsgm+TePToqKyzkcjkOnp4lEstSkK20tjbx4okcDz8fR5DMdK2y4a2o467rnfz82TGePxhE0GjYcc0muppmeOVNHz19U8Qj0zgrVqBxdGLyZjh6OEy+AMrgOT66T8Cqt+P3+xmfiqIIGjzlDWxc7+bVo1O88VyACnuaWzZmqaxoYDpU4IlnRxidzDAVMdHa6kEfDPLz3/RR7dXwR9dVozdVUOG18caRIX749CCyrLB9Rx2fvtVBNldASg7zoU0GxmZt7N10HYqi8D+++jKhpJHOjkbWrzcRS0oc757CoY1TWVl5iapHLpcjl8sRCATQ6XTodDosFgtOp1Ol2UWjUaanpwmHw5w9e1Y1ulcacLzYU87JgQLPn5Twal7m8x+bK61n828rVGmWNxT2EiwWcHxQjelVXMXvG2ZnZ+nv76epqankkNvlqFAVKVGLUY2z2SzHjh3D4XBQVVV1CXNgoV+8HJtgoa+cnJxUJ5MXxTX6+vqIRqMoioIsz00Or6+vJ5lMEg6H+dajJ5iN66iuqeEPP9yAx7UCgL1SmrfOgSEns6+rkYmIkx8+O4PVKLKiIsBd2+uprOzg6ZfOc/CkHzQROtsb+c831zEVCZIRbfzJfSt49fg0N+2qI5+N87cPnyadTlNV7ubTd9Si6MsZn4qwqqOOWGaSyrIyKhwSP3ziTXrGwev1sHuticnUCpRUEN/kBE5rHFmy0rxCYGZmhp/+xkeZ28I915WhM7nYuKqagdEY3aMZcnmBeDjER29tZSpUIJ838IkbspwbCNPasAbkHP/w4zFSkgudVMl/+UwrFruLYCTH4ROQy+exmypBFnnlzZO8fDyNy+1mz0YPu7rmmrX/5fFD9A7OoDPnScnrWBMOc3Ywi6C3cdt2C/W1LTgdNsamEiBl0JrKcTrMfOqulZwe1fP3PxyjypWhrQlar91Me5OHJ18c5ZVDQ+gMlRTkGZALJKPTjE4WqLLHyBX07NzSyHhA4dEX4qAUqLMXWLFCwh/KYTNrLmG4FKnK6XQav9/PwMCAKn1cXV1NLBajsbGRXC7HzMwMMzMzWCwWCoUCHo/nHVc8lqIpX0nAkUwmF20a/9znPsfnPve5kvu+//3vX7JNUZSzwJ7FnktRlL8D/m5ZL+y3hPdVwLEw0gyFQvT29rJq1SoGBwcv+aIvDThAAjQaPXkxedFapQxj8TlPnjyJw+FQFYUWGszFlDcW8lJLGdZ8Ps+xY8fQarWsXLmS2dlZlefvdDrV8mGxX6OqqopfnZCRhQSJ+CijI7PctqeeeCRJKmWj0h5nRtZy9/VNtDe4efinx/nlG0naGqzcvttNIKnnRPcMFq2VgtmD3ZhmzzVbCMyGeObVCZoq8nTt8mJ3b6CqzMEPf3WeVw4F0BtN3LO/A7cuyZd+MI5FE6WzXEBT4+buG28nEpf46s8CFCSZ9oo8O9tCuKwuIpEoHnMSWdSyqdPJmtWNvPhGH6eHAjRXCfz7B+ooK/PicFgIxkUEjUIqNM2OG1sR5BwPP3EWizZJZ4sTvaWaj+zzcrZfy2/OiShKFQZLnlwmik6Oko+Ms7lJIJiyc8cDW3E7TPzdtw4STetoqfNw17UCbneBXC5L/3gCGRsag4GGejffeVYmGCuQz3q4ritNa0sDjTVmHv1lgHODcfQmKzmtnlbvKGfOFUgkkzRU2xAFFzdtdTI+FefvvnMcWVa4ftcK7r2xjPNjGZ595SQjE9M4XNXE5CZESeKhJ+Mk0hbEpMJ/69Ci0+lIJOdK6C6XS1X1KF7PiURCHZQkCIJ6LdbV1aHX66mrqyMUCtHX10cymWRoaEgNQBZioXGcSXqxOE1MDb6MhilkuR2dTkdOfDvgEDQXV1GWi8WmjMMH05hexVX8vqBYMQ+Hw3R1dZHL5YhGo0DpRu/5510u+TYf0WiUUCjEtm3bmJqaWpIetVRvY6lzijM2/H4/nZ2dhMNhVdXIYDBgMpnw+XwkEokLVQ0Xr5yWSSXmbLkoadBZGxmfGOXnz0XxBaGl3s01zTk6b+nCaDQy8UYYnZAmFprE26rnaL/A6ecCWPRmrllrx2jxctueao6dneSxZ/tRkNm2pozb9zZwbKCAUaflT+5fwWtHfOzeUsFUMM+zx4NIGFCSk/zpfU3E826GxoJ0D6fIiDpc+lqyYgQFLQZrNdn4Aba2VXDHbZs52pNg2J9kYNRPz2CI/de46azU8e2nZjEbRHa0xaitclJbvZZRX4SfvZ5H0Jlxamb447ubQGtCp4U/2B/nxbemaW8wkUpG+OlrBZJ5M7JYxh/fW4dgLOdod4jBgSjZXB6NuYbxqIf+gWFeOJokFNeTzWbxOjXY7C6Onu3llaN+0FhpXNHFJxtyTPgzGI0WPrRukHTBTMMN1zEdiHKoGzJZE/5zvfzXz+7AZLZx9FyQ1lojU80uaqoruHX3NTzyvMhEMMXQRIo1tUk+c+8WAPKFDE5zjmgswXXbmxmb1fHTFxNIMhhzUVasKKjXyUJ/VCgUiEaj6sT54iyW8vJyysrKEAQBm82GKIr09PSQyWSwWq0qReu9aCKXZfkiIZalsBil6oOK91XAUUSxXyMQCLB582ZMJtNFjWxFXBpwyIAGrU5PXixctF4pI5tMJkkkEnR0dFBXV6dStTQajZqVLhrPhVzXUka0eE4R2WyWqakp1q9fz8DAgEq9CYVCWCwWGhoaqK+vV+X/xsbGMJlMXL/KRY/dRKysjD/40DZ80zG+/ug5jKYImzosbO+UsBty/PLAaU70BNDqHVjLdlCnkXmzN00ulyUReIX/89MbKSu7Ea3OwNe+8gp5yci56pV8fL+d9NQEp8/kqXeL7Omqo6Kihhu3l/HVX2RJ5OJMhyax6bNs6pR5/Dc5ql0Ktc486YKVe/avRK/X8LWfTpDPB+ioTHH9bidut5uZUIJfvz5FTgRMm9nn0XHu/Dh9kzJrqvLcvqUOh3MHDruJh56YZDzoQSkkuGdHHg0JvvvzPqoccW7eVEZOsrLh/pv45WthhgJJfvS6m0bnKDvW5PFNihw7GWHcH0cRbAjWVlpa4MfPTTI1G6OxLM/+G+GpY27+1w8TZFN+nGUd5LOT7Niwml8e1fDkoRT5pJP2RomGpjbu2FvBT389zYGD0+j1BvZuX8GKyiC9vX0YtCn27axlKihw884q+n0SPz6QQJIbsbtiyFKWVbUpRsbiOI0ZUOzUlQk4HRa++VSMMX8eA0b+XZWCzTZ3/cTjcSoqKi5S9VAUhXA4TDgcJplMksvlVOWrsrIyBgYGcDgc+P1++vr6yOVyTE9P4/V6VSM4PxAuKBoEjQZB0GDUz/2GjEbjvApHHo1m8fLxUlgqe3MVV3EV7y2Kv+viIFiTycTmzZtV3zOfRjV/zsZCetVy1BsVRWFwcJBQKITb7cZmsy1aLblcIm4xStWpU6cQBIG1a9eSSqWIxWL09/er78VgMLB69WpEUSQSifCL19OMTCvkslDmNnLztes5MZji2KCOQFRDIpUjLWpQFJnnXh/GNyuzqdPJbZsitLauw2g08r1nY0iyxLRvmK49LjrbXJzpj7JpbR1Oq0gwKrG+s4oDx7J0j2spiCJVxgE+fd8mVfJc0UY5fMbP1nVWzo+kODigQywY0WiN7NtSyapOM621LsKvzjLi11JT6WDtCi8PP1sgEhfIJZN0tcvsv24TRqOeX70Rwx+RyaaTWJvTbF7XQDgB7S1VfEyYoM+XYOvqcgaGJvnVMSuyYKTMGOCP7m7FbJ5TF4zmwxzriVLmjqGR8hw4WUU6ZUSUtJgNClVeI/fstfGVh48xEwWTtZyWlXsQMzM4hEFm43pSySg2j4OachOnugd5+o0gkqTQ0r6WP7nDiSLoaXO6uEs7wdlBmfZrWpn0jfPsKQ/pghEpE+Zz97ZSVe4CYFNbmmxWRGvK8MDtmxn153jsQBijkGZTW4Hd2zoRBIFTgwVMRgPR6CzbOsvR6XT0DEcRcyLaC7M9BEG4pPFcURRSqRSBQIBwOIxerycYDNLa2kptba0qyJPP55mamqK3txe9Xo9OpyOfz6uDnd9tT8dSKDWH44OM913AIUkS586dQ6fT0dXVdVHz28Ib+lKUKpircBQKl2Zd5hvZcDjM5OQkTqcTr9d7UcP6wjJzsey2VNZm/jkAgUCAsbExysvL8Xq9DAwMMDExodKmkskkHo9HrWw4nU6+/egxzg5OUVUlccMGgSaXxMSEj+cO+oklcli1HjpXrsBlTPLdJ/uwGLR0trrJiFbu3p5lJmFErzeRSoTYuXFOTvDg8SGy2Rx5ce5feU0rTfUi//iTFBnJhpEID+yVyaR9dHcH2VKbZ9Tkxrmqllt3N/KdX6cZ9qU53h+hwxvgli01ZDMxhn0S+bxITrKwZWMdZU746fPD5LI57rq2jFDazI07bOSyWX56YIp0VmaiZT1/1CjT199LLAlb6vPsXtOE01FGQ7Wdf3w8ij8sMjQpsWvlLE3VceKRNGvr0xh1ZjJ5hU/fsYWT/QWefD0GmGmpjbGmvYKt69KE4xqmgwVSohWH00o45yGrONFqEwQnTvNXn2jA6boek1FP9lAWrV4hFR3m2r0tGLQBXn9rBimfpKnOhclewx3X1vL6aQcvdedAcdPiGmbPWiexsJ90OE1rpZFwHD7ziXXYXR6+9rMgh7s1GKUgf/25RsBDLpcjmcqg0+ogNUN5WQfZvMhTLwyyqdOmln1leU7X3mg0qtebKIpkMhn8fr9aEUmlUjgcDsrLy5EkiWPHjpHP51UJ51wuRzwex263X9BGL6qCiBgNOvW3kLtAoZZlEe07LBcvxk+9iqu4it8OUqkUp0+fpqmpiZqaGnX7YoHDQsWpotjJYucVm7MzmQyFQkGV1oVL/d5iVOP5WNivoSgKoigyPT3NihUr1CRLMBhkfHyc5uZm7HY7vb29OBwOXC4XDocDp6eMfVtl3jydYsqf44YNdbw2aCQUzZGKZtDlp/nz+9fR1NRIKp3n14e7mQ3GQM5xw2YLB89ECcYUdq0ykolPUVe3EbNJz0OP9jAxFcVicXD39V62rm9EFvTcc72DmpNTTEyH2LWhmYNHz/P8WzFMZidrO1x86vYGrFYr8VSBYCrG0ESMTWstNFXKHDp8hudFNx11Gu7qgubm/ciyzJvDGYwmB4nJN+m4tp3ZaJ5D3QnaagVavQFsjkrK3FW8dnSK5w/60Go03LSjipt3tzMVzLNyhZeMNM2ZgVl2rTPR1zfAC2esZAsGqh0xPvWhJmy2Oang/mCYUUmHyZnntj2NnBw38sVHo2iM9Xick9Q2lHH/DS6+85Ne3jo2i1ZvYeee22iuzOALRhlOWbAYBWStg02dJk6fG+CJl8OIokxbaz1/el8LkgwaAZLSLKf6o1RVZZiZHueFw1GGZ01YhBgf2e+lrmYtAOPTWRQpT1zMs3ZlI3lR4YfPBjBqU+xoydC1sZOD55K8+NY0z742iFQQ2bSujdWrtQQjObK5HJIkqQm64uyP4j2iKIqEw2EMBgOhUGju+7mQ1Kuvr0dRFMbHx1WaMoDdblevwcV6pN4Nperfmo98XwUcmUyG48ePU19fT11d3UX75hvG+Rfa/CBCq7kQcGgN5KSLMzh6vV69sIq0pu3bt9PX13dJVqYU/aoYDc/fNh/zy8T5fJ7x8XGVQiWKosotNBgMrF+/Xp2vMTg4SCot4XBY6R8Nk82B0dnCmjVGfvhciLGAhEnR84lbHLhcRipsSX749CBD4zGs9nL++J7NlFkT/OrVAcqdBW5fZ6C8vJqhgIv+iSyPH/AjyxI7tu9gZW2aQv44wwNarluZJ5zXsnNjHQ6bgX/8iY9QwoDTGOXmTXNqTFNTU9TYsiSdJgyONB+7cxeBmQgPPTZImdvCdWs1NNRacbs19I4mOHk+Ql4s0Nq8mt0b4I0jA4j5NJ0tdmaiGu66rgqnM89XfjRIPJGhtr6RB/aGCUxlCUzr2VyTIVTeiNfhYtfG1fzq9SAH35LQI7OrI0hNi5tHnvahF7J4rGaymSQfv2MjZoPMI0/1ImhN7F2rp7VBh8fjwR/VQiGOzuilrbmaXC7D8RMThJMC+zoF7J4mHLYbKfeY+dYTo4wEbWiUNHd0xTDoojzzah6HIca29hriqSwPfmg7wVCCL373GGaLi3VtInu2m3DZNQRmg9jNIomUzOb2uaz/I88GGZ6I01he4C8+2g7sQVEUvvDPrxOMiJzsr+bff7yexio9p7rH0ZOhtrZWDS7y+bzKYS7KBCYSCcbHx9HpdBgMBkRRpL6+nsbGRkRR5OjRoyoNwW63I8kbgTnqlMmoV41lrvA2pUqnXZzjuhT+rZWLr+IqfpeQZZmenh7WrFlzCZ1yYZBRqml8Of0cmUyGo0ePYjAYaGtrU3sQF1urFKVqPhZSkSORCIODg7jdbmpra/H7/aosfFFivKamhurqauLxONFolEdfCBNIODAKcT5xi4eaazsBSGsyHDynJRfLcu3WKjLZDN/7eS81lXbuu8GDItlobW1hejbNW4fiiJIen2+U+24sJ18QUPI6/ujeVTz7ch9tzdU0Vmn45k97GB6P4LDbuPcGF7dcu4aXjgbpOT9XbTY5nRR0FZw8O8xrvU7Mepn2yiifvasZp7OFQ8eHOdU/jUSarLCJ5qoZ3jw2REp0sH+9RDo1QeudN5HPZfneswmiKSO9QwHu3WuhodZNOgc3723DZCiQKxhY227hqZfGOTflBDlFmyfAZ+7diFarJZkq0Of3MeLP0Vg5N2z2eF+OWMZIbZmGT++rxOvdRz6f5+BgHA0y2biPBz/UiMdj4q2zMWpqKpkMjuMur2TPOnirR8PglEw+q2FVq4OPfGgjoCEUbaGxN0MooWVDm5njJ3t48ZyLvGzAZQjyZx/pRKebC3aGQ5MYgilMugSJmMxbM1kOdoPLnOSeXVba21YC8MqJOJMhiXxeQ2dzGYd6dRzsFshl9Zh1aT58yybWdZaRzCp8+1dxJMFAmcnG6tVa9V6rOAS66LOKvrI4n2VqaopEIkE8HsfhcJDP53G73ark8uTkJKFQiCNHjmC32/F6vcuadfVuVao+qHhfBRzJZFLVD1+IUlmbhVJ/GuFCkKDVIy0IOIpSf2fOnEGS5iYhGwyGkka4VDP4wkxOqXOKpW5FUVi3bh3ZbJZ0Os34+Dgmk4menh7cbjdutxu7rtY+LwABAABJREFU3U5NTQ1xsYxfvhlGVqC5wcOaBg12h49YxANSEp0is67NypbNLRw6McmvXh+kuUpi21012B1eWht0fOOxKU53BzBa7fzxfa387JCJQDBNOhmjo0GgtXUtd1xXx5neKb7xq1EQDGxYv5IdbUGmxiNErTaaPDEMOgc3X1NDR5ODh396hL7xBA01Nna0J3mxv5n/8f0IyVA/2UyajFLOLk8jCCG+9/Meqr0Cf3ZvJQ5nGdVVXvrHEjzzhh+pUOCWazvYt03huaPj/CYdpb3BRF4u5/YbOqjyCnzpB1OkC2bMwiy3d/kIJL38wyPnsRpy1LiceGwa9l3XxdeeyjM9EyebiNHoHOWjt67BadPxo6dO0zMUR6vPY/VupqU+xi8PnEVB4J4tVhyuSqorbyYaT/PTR3pJZyRqG9q5f/c0vz7tZHDCh8sUY9dKPdXlTjatbOBbv4wwMi0hiTrWVw+yfV01wWCQf/7BW8QTArLGTVK7Ep0pyj8+kUSWRBo8Ef7g9lrc7mYmAynGp9NkCkYikbnejGAkycHjY1y3tZ6e4RSdna00Vmn5319/gUGfiNni4A/v17GhXcvxbj9kA3R0tKnXYrGCVjS0mUyGSCTC8PAwZrNZHcC1atUqVVpZPlwMLApIhZw6OCtfrHBIIjrdO8veLDVF9Squ4ireW2g0Grq6ukruu9xsjYV/zz+vaF8ymQwzMzNs3LhRpQAvTL7Npxovp0F8/vmiKNLb20tnZyczMzMUCgVVylev15PJZOjv78fj8aiNwS6Xi85QFHEoidecIDyb5vipfs779KxqLWdnS4Sm69ooYOJsX4iewWHO9s9wY5eddSvKefPENJ2t5fzxLTqGx2bZuG4145MhvvWTM4hijub6Mj56cy2zKQe9E3Fu3dvCi2+N0lRlxW7R8u2nEyQzOnKinbVtOhqaHdy41Ub3cCMWY5hUKovXJjE8NsMr3QmsRh3tDS7yiol7b7Aw6RN48sUR8qLC6ZaNPHi9i8GJDKFono9cZ6Zv2E9jfQVGrcSXvv0agQjYnOXcdX0dK1s9PPfmLK2NZiQ5RiQWZ8tKG4ePnuLAMRGrxURnk4m/+FgLBoOBwdFZuoe7yYsJ0LURjUY50ZdnOizR5Elw00Yb1dV7SSaT/O233iCVNWB1VPHhm7azbbUF30yeO3cbOH56BEVnp6W6it+8fIwXj6fR6QxsXt/Mnz9YO3etZKuZjI4zNJlhdV2B3t5eDvY7CMY1uIwRPv9AG2ZzK7lcjkcP+ElkNCSTEoqcJxSK8Na5BDVehY/tEamqbsRm1fPrwwV0pjJSiX5WNHtoaargnx6Pkc1mMMmjrGqp56btDeh0Or747TeZiWmoq6mgs1PDz98Q6RmKoVfyfGx/gvoaoxp4FHtpg8Egs7OzAGoPrcViwePx0NHRQSKRYHZ2Vp3/UVS+KqVatdykXD6fx2g0LuvYDwLeVwFHRUXFJbSpIhYazkKhcEnAoRMuGD6tHll+W0dckiQymQzpdJqGhgZsNhvT09Pq/lJZmYVGeiHlauE5kiQxPT1Na2uremOYSCSYnp7GYrFQX19PbW0t0WiUQCDA8PAwVqsVWXCzokGDPxBjVUcDJquDx9+Io0h5PNoRPnZtDR6Ph0Qqy7NvTjETjGG0NLNvdzXHesK8cPg8zeUpNtzZSGVlLe2NDg6ckTFaLQRGXmV9Vyvl7hjf+3mM4eERMqkk3prV6C21VFbb+eL3TqEoUTas9LKnM45eEThxdpajZ/woWisZ7QYs5SbkIT0G3TiRmX7uvmkjtbUO1rZo+b/+9jCJrJFhZw16ZzNrTdM8+fw4FY4C/+njzSjaMjpbXDxzOMd0LE4+KyNlR7l1l4V0uA9f0sCGhgyBlMD1m2twuRw882SKVMbEwPBRPnGLSHVVBYlEAo8hSsLiwlTI8kcf3UM4EuGbj56l3G1gz+Zy0pKdB/eZePalQV445EcW9PjSHdy+0c8rg0MokkxDtYVQXMONO5uoadDiO56lIGgZHulm5yoFMzbGx2PU2mIYaqvQKyIf+9Buegcn+fvv9+Bw1dPqzKPRG9jZEWHIl0GvkUlkJDoa5xRWnvzNafKinnt32SjzlOP1dpFMZfjrr7xEvqCnrLqD//bHm3jxhMh//cYk0bCNQn4US/1m4jkDX31ilumQnoJYQVP/MJ/76HqVh1ocFAVzxqxY7Zuv5DE6OorVap2bZn4hWaPIIlaLkUQiQU9PD9G4HXAiSyJ63VV+6lVcxfsBi82qWqxCr9VqyeVyl2wvohhEjI2NEQwGVQna+cyA+RWMhVTj+ZStpXxpf38/oiiyadOcjHgmk6Gvr49MJqMmBNesWUM2myUSiXCuZ5ADpy0oioZ1rQKfvK2Wf3nOxtPHwvhGRzEYzIjGDjQamVcOKMRTKZRskLv3Wmmor6Wq0st3Hj1Mz0ganX6UjWtauW1HDakMdLTW8pn7dLx10s/+ndWcH5d5oyeJJOsgdZbPPdCJw+1FrxHYkUpxvC+H2RjnmnXlvDUo8j9/EMasiXJNaxRH5RpeOR5Eq2SJpwqEIll2rRCwuav57q+jKJIBs0mH2WLmpmucRNNhfvF6BkVj5NCpEf7knmZsdgdajZbpwBvIGjOuik6kQpBv/zJKLK3lRI+PvesU7r95PYIg8MKhMXKij0xcQq8TGB4e5rXTIna7hdt2ePGWV7Ki2UswkuT46zHSBSPBYI41bW5eOZmhbzROQbGRTU9T176dcnuah5+cZSbtRSmk+dj1Xtqb59TIjvcmUJQEgt6Jwyxw9NhJnnkrg1ZnYE2bi794sA2NRkM8meNg/zSFgoTZOte7Gowp9E3qqHenuX1HFQ5HNclkkm88epap2SwGs50PX9dGbZ3M4y8FcZmT7GlKoF9dw6aVzTx3TEHQ21FSMbLpMPfcuIOJQJYjZ0YZHZ/EYvMim1dgNEpMhLWYTHkmBwZJpp2IhQIneuN4TCKueddjMUguCrXE43Gy2SxWqxWHw0FdXR2JRIJVq1YRCoUYHR0lnU7T29uL1+vF7XZfkY9czgDdDxLeVwHHUl/OYmXiIrRaLRrN2xWOYsCh1WqJRCKMj49jNBqpr68nHo8vO+uz2KTUIi9VEAS12c3pdNLQ0EAoFCIQCBCLxVRVoWJloxg1v3pklEdfnKSqIsemNoHxYCO/OZEjETqDw2FFKeS45+4NVHpN/PTZfrRauP0aDeWVK6mpKictGnjlbJx8oZJ4WuFTa11M+0d5c1pmb0OeNNXU7r6e9kY3//R4hOmQhKjT0LUuBDqZ3S0DnDyXwWLUIGLh2m0deB0y//jIKSQZrttWRyoncN22JGaLgEEOk9Na2bapg3272+jp9/GDJ/0Y9AbSwSDVzV1sXWXkez8ZZsiXw2x1cfNeL40uH8dOjFFtkNm/3kEyb+a23dcTDKX4n988iKC1s66zgi1NQULhHNlMgkpLjrDGxe5rW9myuY1X3hrlzad7aK3RcXdXjvKyVswmA9989DTBmMBEqJK913SwvW6Gnz97iompIOlUGEd5Ox1NNgpaN48dGEWWZDava2RfVx4NvUyNa9jRrBBIV7Fp/w5WtFbw3afGGJzS4jDquWGdj4pyD7FYjB8+1U0oBgVDJfftW004muS7z0kgCzQ4JvjcXatxOBy8/OZ5XjkaQiwo+LNbubNrlu6+YWLxDCgSYj5HTX0zJj2cHRVAYyQbnyaXTWLQabDoEsTFCvSmLOGpM+SMCoHZGF/5l9OUlXu52W7F69WTTOcJBAKqBOD8IUqiKKo65tHZKBqdnVwmitNZhsPhoLm5mTen5yaLy1IBkBkfH8fr9VIoFK4o4Kiurl7WsVdxFVfx7rHUcNwillvhKPq1RCKB0WiktbVVDU5KNYAvJoG7VMChKAozMzNUVlbicrnQaDQkEgmGh4dpa2vDbDYzMjKiTg23WCzU1NSQ13jwjAaZjeRwGDL89NUysqKBZDJFLhsjl03QaLOxfqWR/pkckCETHcFma8Mf0/PCST9ubyXesA9XRSM3X2Ph6ZcHOH4+hl5vYPumGh64bQVms5mKchlBG+HM+Wmu21rB4FiYl58pIClaXLpJ7r2hiurqa+fmWUyFMESzKBkfTruHA6dN5EUT08On2LvRzs3Xz4nc/PSVNAgysfA0m1q03Hp9J5mCSJmrgo/rpjgzEGDnhkampoM8+i9nSWdlmtrXsLJBz4o2gba6OoymBIfOxTFZ0tSW2XnhtdO81SNSU2Hh3hvKWbeqFa1Ww4sHR+kbmUEhzs4NZTg8Ml96NIIk5fDoJnlwfytl3pWMTic4cj5LLm/AZFD43J9eh8mqJxozct/1Xl49NkWZx4ZGzvKTX7zJiX4Rm83KAx/ayJp2F1aTjjeOieTECcSsAmjo6RviN6csFAoyFeYo/+UTq9Drm5gOhPjhI6+j0dsZqd1AXY2IIqTpHy+wd0s53cMpqqrraKvO86PnZvGFDBREuKZDx22bPSiKwrVrcsjJUaJ2C3ffcBNTQZlHnk9QkJ3YXA3IYpz1zXlAS50jwERez/qV9aztrOd7z2UZ9+soZDXsXT3F7q2t+GYy6JXCJZPIRVFkdnaW2dlZCoWCGnh7vV6qq6s5cuQIVVVVhEIhxsbG1MReRUUFFotl0fvW4oyRf0t4XwUcS2Epw1lUodIJc9kXjdaAfOGLTqfTRKNRNm/ezMmTJ+f2LzE/Y6EE7uV4qYVCgXPnztHR0UEwGESWZbVsZzQaWb9+PalUSm1S1+v1eDweXjw0TjiWxeZtp629nNfHLZjNEUanzrCrs4WdXR14PCa+9ePDdA8n0Vu8pLVd3Nkc5vnXR7Dok9y+QUAw17Jx5WqCkRTfefIEoqSjqWU19+/O8NJxDT95booKe5bOmkrqy8xcv30Xbxyf5KHHhyhzG7luk52qMj16JcSBN0NMzqRQBDPX7epkfbPCo8/0oqBlV6tMfW0FXu8WIvEcP352knRGpK5pNf/9fi0/f0vgH3/iIxU1UsgH8bZvZfNqF28cCfGb14ewWq3ccZ2VOscMw8MZHn26h1RKxOktJ6dvx+DO87PnwyiKBlN+iAf2F/B4vKTTWV49PsNsOIXN0URVZQXdg1EOdfupKHeh02eoqa/iw7us/NP3xjk7mMJgtHD7h26DQoTDpwMczEdZ1+HC5ijn/psayOfy/PeHDpIvaFjRWsPOzgl0OJiYyKOV4rhtTjobHWza2M6bR/s58OQUzQ1VbN+oweGws7lD4Gcv5jEa9MRDATZdU0U0GuXJl3zkckmqys2k8yZu3+2hzGHhKz95i3wuR3trM3vXCGi05zh2XGb/KhP+ZA2GVRuZmkkRjo3yLz+LU9V+MwbjXOXAZNDw2NOniCZFUoUMqayOiVmFb/8yhixbafFG+PRdehRFIRKJoNfrEUURQRAuXLsg51PkUmEySQGfT8TtdpPPWVEUA7KUx2qeU4EbHh4mkUioah9ut3vJ4OPfGj/1Kq7i/YDl0qsymQznzp1DEATWrFnD7Ows6XT6kmOLWOgXS1X+5/dZptNp+vr6MJlMrFixglOnThEIBPD7/RQKBSRJoqqqioqKCqLRKFNTUwyNhznWr9DaVM1919fgcuhJpgroRgu80a0AOq7fWktLUyWJzCDReAWfvKFA/9AUa+7fRzQp88hv0mRzRgrJMT5+UzXNzRXodAZamqqZCkmYbRVsWWHk+ZdP8+bZLE6njQ0rHHzmnjnVJ38oz9BsmLGpCJ1NEjOzYZ54XSJfgFpXnPt3m2hu3oMsy7w+nEY2VaJVMqxoaSOVznJ+NMsdO2309Q1ittVTU27hwMERXj8eRKPRcs2mBvZsaeEHLybJZzQYjUZkAVa3uKlzBnn61QmSORPltigf3VeL2739/2PvPwPruu4zX/i3T++9ofdKgCDYOykWiZQoqltWcZPjEjmOHd8knnnnJjcz8aTZztixLdtxk23JVu+FlCiKpNgbQJBoRO84wOm97H32+wEiTMmUnXjuzMS+fL4QWHufDYB7rf9a//Y8AJx6pptoLIaEnrbqPIPDYxzrylBbYeNjN9vxFlfhsGrZfyZFAZlEfA6fM4tBryYYzVPisXLP+jHGZgXstiZGpiKcvJxHxAhZP1+8r4K0ZODQqRnmYjoKchZB50bMBOnsnOStc2lsVgt3bCtn2ZISJElmeCqFLIVJJkWM9gUtjDG/RDC+0NSdjM9S53Rh1vv55s+6CEdTmCwO/vhDNZT6rCRSErdvjNLZFwSFhiqvhjcOX2D/yQgalZpdWyq4eetCP68pn6fSlWYuXOCe26tprvWy751x/sdPI5R7VXzx7npUqhULc5E8Wo0WMTLLyrZ2DnYKnO6VKOQVLCma5Lad1kWn+uryqHw+TyqVYmJiAgC9Xk8gEKC5uZnq6gUNkzNnzizul+l0epF46IP2y/8vZTn+oByOa3GLXx1pUV7VwwHQ09NDNpulvr5+kT7ut/GQv//6B9WliqLI8PAwuVyOtWvXUigUmJ6eZnx8HFmWF7USHA4HZrMZs9lMeXk533z0NOmCTHuTC7clS5Eni1GTxKyKEcrqqK4oYu/uDUzOBHjitcsMT86TjMcoL2rEaNTROazk1LCHguxgV3uWMl2Kc+e7uDgwTzwyj8NXjcJUQ1DK4E/ESYoiF3v7+NRdSlCoGRuboqN7ChDQGT1sWFtB1+UoT7wcxaoR+dA2K4K+iOMXQrx5ZJqpmSBKpZ6CbjWV5TF+9uo02VSEpbUmwhkdd95UiqBQkMpnkcgipWf5i0+0EU9OEPEH0BJjaZMPl8vN1rXFHO+K8NQbKdTaJmrKZ5FVAutrJknGFdiNeRKxFHfvaqS02MSz+/qIpZXsWGGgsqwcl8uBRqvlUFeYeNaFRlbw0G2lxBNBXj0whYCE0aDAVVzFrnV2HjtoQRaSJOIx8towS5eomRwX6RkMIigEZNTU1lTQ0Kjkn5+YIZkBh1bk1nUp7HY76XSap/YNkJe0CPpy1q+yo8zN8J3HzlNbquaPbvRgsTZgMup5+/Qs/XN6wMOK2hDN5QUCU11EpnJ84f5aBqeVbFvjQwb+8WeTZAsGDMI8t6wcxGKx0Fhm4u+/301BYUZGQAAKBYmuIZGW5ka+9AkHBr2aYreafcem0GvURKNJqou1KJVKjp4dJRBMsmtLzbtOx0KPByw4BIWCiE6rIpvNLtAwByaJJdWkYjPYVCIej4fi4mJmZ2cXsyMjIyOo1erFrNyVHpEruO5wXMd1/MfCb9rf3k9729HRQVNTE/39/VcFKD440HatffeDMv+FQoHz589TVVVFKBRaJGu5EtBIp9OMjY1ht9uxWCy4XC5cLheP/PJ5lBoLw/MGDp4NE4gpmIkIqMQwa2oj1K/1otZXcPzcEEfOTiEwRmNjDbeucxKOi/hcZv54r8DBE2OsbqlBkvJ89ccXCIYS+Dw27t7mprq6EoVCwcHTAQpyBknpxGGGU2e7OXpJwue2UlsscvumCsxmM/0TabL5INFEFq82iixrOX5uFIXGzp1rsgRCY9Tduhcxn+Mr3zlCOq/BaCvmts1uSh029p8OU+Lz0lglIistrG/R8eIJkXROQSqWQC/P818/twt/SESnteGbmmNoKkOJS2ZycpL9RwaYT1qp8Kq46YFqfL4iQObvv3eMQCTP4LTE9lV2islw+mKCNQ1GyozDGK0luO0lnO4c4dV35pERqG9sYfsqB8++k0IUPaQDXdRW+WhpEZgYH2ffpRISaR2ZiMRDd9RRW1WMTqvin/71CIFwjoxsYyqkJNk5zzuXVAhkKTHO8IUPrwQqOHlugKf2DSELGoprt3LrqhQOewKxYGHvZgd9E1YaqovIpyN87ftnmQyA0Wzngb0ttFQvZN21hghjs8OkckpsmgjnO2O8ecGELEu0VEg8cHMtAPFEhtMXZwiFUxjMC/pSkzMRjl2IUmmNc9emKnS69SiVAvPRLGqNmXBgiOrVXpRKJfOhDNlUarEs8Mr57+o5nUqlCIfDDAwMoFQqMZvNRKNR2traKCsro1AoEI1GCQaDjIyMoNFoFs99V3qEr4VHHnmEr371q8zMzLBkyRK+8Y1vsGnTpg9c14IgtALfBlYDIeD7wN/KV6VQBEHYwoJY7hJgGvgnWZa/94EP/V+A3yuH47eVVF3NLf5+I6pUKlEp321oe9fhUKnU7yn5uFYa+FrOxW9TEAeYm5tbpLS9Ei2amppCp9NRVlZGLpdbZKGSJAm73c4rh4a52DuDxlwKhtXcuk3BM6/3ksxGWOpNUeJz4PFsRKNW8ehLU/j9AWyOSrY2aUiJCmL+83i9GfausGGwumir97H/yGWePzCHRqujpnkdkeAMS9zD2JV5Kq1Zwmodd96xHb3JwneemSebF9CKBT5xixW7XUUum+Z8X4xcXkEKFcuX1fPNl3Sk0/PMzoQwa7P4yqq5b7uWk90mRuchn1PSUhrhjlUm5iYvoNco2FYP4Wwxpdu343Rqef7Js0wHQpSWFnPT8jw6TZiRUYl5fwyXSYdeq2DT8jYuDmd54jAgpah1jHDvnmocDhNvHh3gRNccsqxE1K6jvibFv74UJhJNUGyN8sDOavKFCubiKV55e5qZ2RAWq5U/urMMKRdmYjTBcm+aOnc52Wwxe7asZnQiyDd/fgG9wcCqliKaSiWcziCjE2DWpBFFLWuXeigrs/OjVyL4wyE83mJsBpH2pUYayrX8xd9fJJHRMjZfhMJoptwyxomePD5Lmj+9vZpoRktTVRMdl8Z4/LUeZEHD0pYS1tfNc+FSAjGfZkOTkbGAmg1Li2iotPLz589ycShLeVU9ShK8SyCFXJBQaZTMR0R8Li1GvZofPNlBkdfKXz5YjErhQRAEjp7u46m3k4j5HB1j8/zNp8r44WtJJmejmB1uEEAuiGg1KvL53AL1ZQGQC+SzcWRSjIyMoNUu9HjodDpqamqAhUbSK/M4k8lgs9kWRQc/yOH4QzWm13Ed/6fxm/bIq/e3a2Udrnw9PT1NIpGgvb0dp9P5ns//NmKUa+l3vP/69PQ06XSa1atXo1Ao8Pv9DA4OEolEcLvdaLVaWltbicfjRCIRxsfHOdObQla7aKivY3B0ErVKTSAcJpLWokBP2N+DfkkJL52zEYxmEJMKast0qA0+Wmp0dPTOc+BUHwDLlpRx6yYfWr0FjVpg62oVJzqnWb/MjixL/PMPDhLJWCgrsfGp23VUVJah16n40TNJApEAKcmMywLjE1Oc7BFpqPFyU1sEr9eD213NO6eGeP7gCJI0RGV1HfdtsxGNZTEaDSRTaUQpTUXRDhzmeX62L04iq6Kzd5K96w00NNSw/8Q8S8vTDCszhICdq+p49fA0FyaMgIyNMb50/0r0ej3d/VOc7OoARZyUYj1N5ZNc6htnMqRjz9YKLvQHyGqqOdYT4dDZCSJBP1q9idu2V9LgM5EXVSQySrKZKEZbJU67iQuDKTR6D2JkhGxyjo/fthGxIKAQZCajEfomJMz6LIVchJPnE5zpyVLsdbCiRYfZ4mJFk5nXT8ZQKfLEIkGKylREIhGGp0WGprKkEiGMVg9mqxOkef7Hj3vI5mV8JdX82X0lPHkERidF4kk7BXESq2cNkzNhhgdneKczgdWs4/addbTU2gEYHI+gU80RTyvRKROMjo5y5rKSaDLPhqVm1ixvR6NRkRdFvvHjo+RlLTZ3HdV1RkyyxGtH53BqAqxf70CrW0KZz8g7p0d59o1BlCoVN2xq50bPQv9iNptd7Iu8kr27suYkSVrswe3u7sZgMGCxWLBYLNTWLjhBV/bLF154ga997WsoFArefPNNNm/evNg8/uSTT/KFL3yBRx55hI0bN/LII4+we/duenp6KC8v/7V1HYvFAN4EjgCrgAbgUSAJfP1du1AFvAb8GHgQ2Ag8IgjCvCzLz36g0fh/Gb9XDsdvwtU6HNfiFgdQv9vDoVQtCKA53UXEo4FrOidXOxTvz5z8pvKtbDbLwMAAGo2G5uZmOjs7CYfDBINBotEok5OTi9Hg4uJiiouLGZ0M8ot9o0TjAplMGrNTiVJt4pcvHuXYhXkEhZ64sIFlrWnOXZxCkjLsXSuTVzTR3lyMoFTz1V/Ok8lZGZ0d5+M3K8mnJ7l0aYazF6YQxRx2XxN331SKXuHjkV90cbpLxbpWM22VGWRRIBiUsWgzhLI5dqwporm5hBcOTjE6O0qVM8m2G504HEXodRp0ygySqQRl4SifuXcloiTx6Iv9FJli3LvJCSonyxor6eie5GevDSEIapa3N+E25Xj6iJKClGJ+KopCqcPsqKJ1iZbvPDfHfFRALUncsjLCTKaKX7ydQy5ALNCHzaTh1h3tyIUMj73cg0EDLTU2olk9D+40MDKrJZSMks5qCEdS+ENZXj2nQRQFIsEoe7Y301zjpK7CxKPPX+bE+REcdgt7N85Q5FQyOQmvHxpBLEA6r6OhvhaLPs93Xw2DlKfUGubjO33Y7WZC8QKJVJ5CQYnDJHPv7hqGx8b5+Qt5XA4LyakovuJitq008/NXzQwGtVyeS6PSzOKzSxw+ruCt44OkUlkc3hoEXTHOIg/fe2GeAk4MhWHu2JTForUzMRGn63KEeErG7qvjM3fY+M5rC3OtUBBprdJz7143Bp2Kr//gIINTEoq+CAmpmPt26Dl9YZKjXRlMzlqkXJLZ6X7GZjyEkloUSj0yvJstEXmnI8K6pQ5aFAok6Ve0uFqNclH1NxQKoVAoEAQBg8GAwWDA5/NRUlKyaHCDwSD33nsv8Xic8vJyioqKFg3lH7IxvY7r+I+Mq/ev94/Bwl43PT2NWq3G5XL9mlryv4dC94MaxOfn59FoNNhsNjQaDel0muHhYaqqqlCr1UxOTuJyud7DQvXC/gt0dM+i0mfxlbXRvqKcqaCKiTmJxPwJHry1jprbt6BSazkxpUWhiBOa6WbH7nrOTpfw1oU0qXCOcp8ehdbBjtVWzvREODkgoqBAlX2KT99di81m41LfFFPzWWRlmoS8lHRmgH2HepgICDRXmWmuVHBkoIzOqSwneiZIxYP0j2XZvNyKyyVxstNPS3MpoUgCf0zLvbt8XB6e5Ml9/eRFkdr6Zta2GKkszeG2u/iwIcWBk/MUVQm4bBp+/GqceFrFhd5xNiwp8MCDKxAEgbwqxWQ4RnB+hrZWHWNjExzp0SFQwGw2kUqLLKtVo9Pb+MEL3aTTOVy+Su6+oYzXLlhRKJPMTvayrLmMxoZa6kvhly+cpXMwg1arY8+uLeh0ek70ZCnk4ljUIzj0Rm69rYWznX0c6naQK6gwMMmf3NeMTrdQMvaNn51najZBIueipaZAICnxD48F0Apx1lYn2bBmCee6wxw4Ps6JrhCyDC3LNqFVplhSFmYypMGoE5AFFfXVbvoHJ5iP1aJUaclERikp8dBYWmDXhiJeP5TEaMihUBvIxic4fi7K2xe1qIQM7TUKbtxYQ6FQYHw6wuBUhIxkQCNkiEVCPHtCRyiaBa2LVGCExtbNFNllfvhymJmgCjGnpa5KS5nPiCgWiCeSWC0alFoXq5rNpLNZvv6TTgoFmVXLKigtXZjb+Xz+mpkP4D1ELSqViuLiYpxOJyUlJdx///2sXr2az372s7z66qt8+ctf5vnnn6eiooJ//ud/5uMf/zif+tSnAPjWt77Fvn37+O53v8vf//3f/9q6fvzxxwEMwMdkWU4DlwRBaAK+JAjCP78bmPssMC3L8uff/VivIAhrgD8Hrjsc/15ci6Xq/eOKd3s4VOoFTzIaT6N6H+NUoVBY1OS4MnYlc3LFiF59/WrDekVorbS0lEQisfAzolEKhQI6nY62tjYikQiTk5OLtX0Oh4PHXh5kfDqCxVmGpxjyooSQ6CKjyaJRyWhMDrYvV3KiY5YXDk5QKMisXrOKm5Yl6enrRa2EG+ryBLJFbG5vwGk38C8/v0jf8CylPjefvUdFJhPCooDT3TG0GiUanYWt65vI59J85/EuzCY9y6oKlBdZcTgs+EM5ukZkMpKdYpcBl8vBpf4p5kJjbCjP4nCV4dp9I3arka8/Mc981MjYrIzHlcNmnKSra5IDx6bIplOYXfX4vF7CSTV6M0RnOjCoEtxxYymVJX5mZvVohTg6pYbmCjUrVizhWy8p0RuV+MdOkI8N82efuYWcrOLxF3oZGE+h0ZnZsn4pt1SHOHX2AlZ9no9sdpCUHCxr3MKpPtAY9IixSeRcgGp3EZlYjMFBPU5DjLYl5VSVWlm3uphjHfP84uUUFq2HO7ck8bnNFDkTnO9LYFBLxHMZ1reXo9Vr+O4LETKZNFXOJLtuKcPhaCeTE/nRs0coCHrs3gYeflCHnJ3m+KkJVlQoWNdSiSiaaGssZ9/xOQ53CQgmD831w0gqC9P+IN9+JoVGmsXt8rJ3Yy2lPhM/ebaTmUCBtkYvzVU6ir0q1AoJWRYQBEAuoNAYmZub48nXeqkqsaPVS8hqO3ffoOOtY5d5at8IZlcddp+PdGKeZGiYyJydT2wvp3NYRdfUr4T/4nk7B88mqakIUyiY3x0X0es0i/NdFEV0Oh2SJC0yeQAYjUaKiooWy6sOHDjAHXfcgUKh4NOf/jTbtm3jL//yL/+gjel1XMd/ZPwmJyGfzzM+Po5arWbZsmX09PT8Vk2O36Z7dfXnr5QYy7JMe3s7Fy5cIBKJMDExQSaToVAoUFRURDqdJhKJ0NfXR06UOT8AiVSOTDqGy16ExuTF54gxFdFSKECJR4/DZiaWknA7VPzJnixvnZimdv1a9HoTZ2ZtqFQyEX8vu1Y0sGl9LSqVCqXGSjgZYNYfYPUSK5cHhjlwLofFYmJ9eznJrMDenRqU1PHqiUvMB+NIBYHmWhdKrQtNfoLJ6W72bGuksrKKpiojP3uhj65+Pyq1lls2edmytpi3ziXwWk2sa3MxPieyd4uHWDTKD16aR0KNS+vno7dWYrFUAbAiGqNzUEatiFHhdXLsVC9HL2WpLDawsV6k5Y5WlEolp7rCzEVSZPMybXUmGmtLeeVMhDMXsxS5dJhNdm7cVE4uu3AO0ZqKUatgz7YayksWMt8ZcQxZTmCwleIw5jg/bkGlgmhoBI3Kz5c/d/MCXXtEpHtqlpn5GJW+LKOjo5weMjMXlrEZ1fynT7Vgs9qRCzlO708iFhREg7OYW128cEyid1SBmPPgtASorK7jxlUmLg4KHDyfAYyYbVb+6iPtpHMyCqGCeHac3gkV7VsqKfdq6B/r46//BVwOEw/f14bHqUeWZQ6fC6ASEqTSWQyqDJeHZ3nppAIxn6bEFuGBvRVM+I0Mz8RI5VQgSKilAP/wF7swGBUEImk2N8yTyNuwWDzUV9o4cHSAVw6NoTdZuG3HKta2LJTad3aH0KggmVNTWepEq9XyxP5pJufSNJUZqKmRFrOGV5rBr3ZAdDoddrv9PeupUChQVlbGN77xjcXP5XI5zp07x5//+Z+/594bb7yR48ePX3NdnzhxAuCdd/fHK9gP/C1QCYwA64A33vfR/cDHBEFQy7Kc538D/mAdjvc7H4ODgyjlhT9XpVpwOGLxNG7br3o/fhvzxtViRlenpK8I92UyGdasWYMgCITDYaampkgmk4tqlmazGbfbjdvtplAo8PLbQwTOT7B1mRbFilKKizyUFTfwl/+wj/7LMeyeCu67axWxaIxnD0yikuK47GqMtjLu3GpnZCzNj1/2Iyi0rFneyMqqIFMTQQLzBtSKDE67hS1ra1i5zMqz+/t47eQkpT4Dd27RY7fpyKWj/N0jh0nktJgdFlwlS2h3RnjxrVHMepE716hwebx43aVcHp3nF69NkMsXqK5v4yPbCwwND0JBZkNljqRQTonbS2O1i2ffHOHNdwawWa08uLecZCpPi3ccf6RAPKhG69Dz0Cf2YjZq+bvHomQyIuTS3Lo2QUNNKYlkhkhcjVprRaHSISgU/PQtJcFIikzCSnGxhTwmfLY0RzsCHDozh1KlYeP6OpaXzXDhwiQ6ZDZWGJiNW9j94TuxmLX8w/eP4w+FqCpzs6U1S0yER57oR5bSmHQ29DoNm9fXMjIZ5tvPzGPRpdjarKSm0oPdbudkd4pEWkkqowYWslFHTkwQCKVIJMKoNVnsRc1UV2b5l0cnGZ0MYbM7uOeGGTTKHAMDQUxCnHVNRUTjOR68ZR2Pva1kdDpDLjVHNDDER3fbsRgK9A2M0T+aJJHK4/BVUVel41zXCF1DOQT9ZmDBGeifkLg8GSIUDKPRmSkpq8ChDvD6gbO4rDJ33lhLr99NUgJZLlCQZb7/YpiWZi8P7S2ia2phnsuSRLnPSG2xhoZqLy91FAAFWo0Cm8WIWq0ml8sRDoeprKx8D9++UqnEbrf/WoQnn8/z+c9/nr/5m78B+IM3ptdxHf+n8dvKjt/vRKhUC31bZ86cweVyLWYvP4h45VqBtmtl/q++XigUFp9/hbDiCkPjlSyH3+/HbrdjMpkwmUyUlpbyF3/3EjlJh8lRjadiDam4H4M0zoZWJw3eKYYnc6xeto2THSO8eHAIWYbaunru2mzF6/WiUCi4e12YA6cDrN7VRFW5g8de6KRvLEOx18yGFiV3b1+CWq3mlUPDROLTRFJZKotMNFeKvPRGF74iH3feYEOtclJbU8nIrMTF6SSywozdql+gku3T8NLxAFaNmi0rnXjcXlpqDDz5dpbZMHRkEtR5onz+/tWo1WpSbhvLw376hsOsb9EyOjrKoQt5EimoKtLwwDYfbvdWAB5/ZZBAKEg6naWx2EjPoJ+jl2SKHQVubA3R2FiLXlfMa6cySMgkEgEMuhh37GjkhWNZIpEY1e4AMiru+ORmkHL80/fewh9R4XQ6+eLHGnA5jFhMahyOJG+fi6GyqtixvJwLXX0cvGhAoypQ403wsVuamA2WkMlmCUQTxFKgyCbIZVLM5iQmAyq2NEdQq9XYHSsoiClOvlNAa3ASmzvK1nYXN2wo4xdvRFAj0+SdJS8bWNvo4ExHHwcu2ZBkDRZFnC9+dAmSVEQ2L/HLNw6RzChQm8oYHp1idk7L2xdkrLoEH9rqoKqiimw2y+GOOJmcSDqVR2HOMTKV4ukjEtm8DjHSwQN7l2A3rSEaDfPIkwPMB6NYLGb+06eqMBkW+kP2HbpIQdJgtNQRzhiJJTL886NdqJQyOzdWs2apF4BkOo8/mCKV06HSalGrF4hZAoEAGo3mPc642Wympqbm17Q5EonEe0qOBUEgEAgs6sBdDa/Xy4EDB665rmdnZwH87xu+8r2PhT3SB7z/AX4WfAAXMHPNh/+/jN8rh+Pfakyv5gMXBIH+/n5sNhsG3cKfq7zicCQy+JyWa/Z+XMG1+jWu/j2uTBJZlrFYLOj1elKpFDMzM2i1WioqKohGo8zPzzMyMoLRaMThcDAVKLD/6ARiPo/e2MqtG8x09s7SPzCO3aIhnctQW1vD8noNX3/KSDpfIDkf5GN7KzFockwMd/HywQmy6Rx2XyVGmw+P18RXf3walSZPe5Od9S1JZqLzHD0T4HjHNPFUAU9xPW1tDo52zPPMkXnMVhcJfwCDwcjO9hy/eG1kIX2tNXLvnlZchSSHjnUj5pIUuTWkJTN7t3jRGdL8cv8AyVSO2toadi2P8OJxF4++PoYiP0NNhZuyUjfbNpRyoXea7zw9iMduYGWThlKPnnQqyYmLURTaMsTkCPMTfRTWtvDOuVki8Qw2YzvJdyVXFIKCbMGIQpUhEx3H4r4RKRnmqf2TCJkhshkJb8VqKkocFFRZfvBMNxqNmlVLTTSXzHLkbJJEMk4gkiGbEzA7y6ms0fOdFzMkU2oi0508cJNMbXUxoihy7EKYVF5HKitQ5LORy2V44uVOXBaZP9rlRa1zUOSpYmQixNNvXUbM56lpXIuU8VNt7udCZ5ilNRoc9nLqq4tZvcLO8/s7OXByDKfTycalERrrlczNzeFTh4jr3ShMer7w4Vsw6eCnz19ClA3sWufB6zZSV2UhL+Z56UiIZCpLRSsIwkIPR07Wko5HKXUrMJauJZlMMjQncfLcWQwmKxtWOnGaJZKRhT4NAGSZgraIVPZXlHyCLPHRW1zYrUZOX5zGq87gz3twWvV8eG8LhUKBy5cvU15ejsViWVQ4hwV9nKtZaa4Y1lQq9R6D+oduTK/jOv4j4+rMPyw4EaFQiEQiwbp168jlcszNzS3ee/Wh6VrsjO+vDLjWWDgcJpVKsWrVKpRKJaOjo4yPjzM3N4fb7Uaj0dDU1LRQ4z88vFAlMOogk8mTyStIJ/wU129j1yqBZ14Yp6eni7+ZcLJxmYuNy4oBFbKgRaMGhc5Lc42Vaf8M33y8H6VKS32li1vXWXA6lwEyqosiCsU8ep0GrUri2QMTjPg1uK1w52Y9tfV1uOwW/uUnhxiZznNpKEVVXTObmpJ8/YkAgpSkuTSNxSBjWbOd2YRIMKFElARGh/u4beNKnB4fEzMJ7ttpZN/RGWQxyfqlZbx15DyHO7NYrWaW1Rr50/sXCDxm55NkzgwQiiaoKdXj9/s53R0mGIP6EoENLWVUVFQgSRI/fsXPXFTF1GyAW1arEPN53rqUYWmlijLTJFnZRlPVag52FpgJCWRSCsKzg/zV53dSkJXIBYnx6VOodTZ0jmam5ya40DNI54CI16lj51ovddXLADjbHSYnRommZBp9Isc7gxy5pESSQZkc5M8/uhKDwcfMbIDv/bKbZFrE4Snnk3vsaLVKuicE7l4X59LAGPraSsrdMr94M8ZsWCaXyuEzhvmTjy8FwJsSGZ0bZ3I+SUtFjgtd3RzscRHPqDBavNy2w0FpsROvXcmzb00TSSgJRzW0x2IEgxpO9uQxqxN8eKOM012KILs43ZdFqXVD1g9ShOpSIyqVmoLDzu51KYZmLBQ51YyNDNE9JtAzbcfqW4pSnMdoUNPZO8e5zgiyLCIWVFSXWRFFme+/4CeRzFDhFvnC/aWL6ykQCBAMBqmvr19cK3q9nsrKSiRJWgxWX9kjf5Mw7vvPutcq2Xof3s+vK1xj/N9yz/9S/F45HPDBPOPXKqNKpVLMzc1RVFREQ0MD54eHAVC828MRT2RQKu3/5rrUa/GUT05OIkkSa9asoaOjg2QyyfT0NOFwGIvFgs1mw+Fw4HAscEeHwlFePTxBuafAw3d7SUtm2hpdDEwkeeyVEQqSxOa1Ddy608TzxxP89ffjuDQTrG6oZvmtq6kqc/CTFwY43TGD2+nh7pt0hOJZlhcP8/UfdhBLqLF5ighKjZhyOd7pD1OQRIzqLHfvLaemXCadznH8YppYxoTPWuDPPtbGxPQ8bx/rYWl5ikpfGRabl43L7Tz5eoADR2dQqdTctbuJEmuMbOQiXeN5zAYFCrWDDSsqiApaREUOhZDEPznEhx5sxWhMMz8/z8vvhFGam/AnE4zP54hKXk735lAAepsGq6uG6f43mJrL8PaZeSRRorbtytSUSaREPEIHqzdWY919I4+9Y0epsTLe8ypWZymfuLOUWDJJkW6As5cCuBxGJMHCDWurGJyCE4Nh5IIFrWqOj9xRgs+bIJUSMShTSDorS6r1LF/WSO/lSZ7YN0FzhYItbVpeOO3h+6+EEcQAc/4FykKloQifZZ5H98XJpcKsbnWhUJq548ZKBKGJv//JJGfyNqz6NHtX51Cr5zh+LsDbJ8fIZtVIGi9VNUUoxTm++YtBXDYNy+vz1K5xYDOpeObVc/QMRRGUIgGxFbEnge5gF7WlKv7o9hJmwmpOv5uVKMgiOmMR+VSYzSvcnJ/XoNabyUz3YzFCbUMV99xUzeunBYiAWqnAZNTSWG1mV8s00xNRykxm5hI29uxow2U38Z3nokwFtCBmuXNjiJVL2xBFkZ6eHkpLS3E4HIvzX6VSUVJSglarRZIkCoUChUJhcY1ks9lfqwO/soavxh+KMb2O6/iPjPdnIIaGhgiHwxgMhkV2nd/EXvX+sStBvSuVAVeLACoUCkKhEBMTE4ssjMlkkrGxscUsRyAQWNQqGAy4eKdDQJDipDJZJBkqS8wUe0sp8gWp8TkxGXWEY1GKShtY3pTnR093MO6XsNhc3LihkjXLSjAZ9bxycAZRAlQmrDYrfSMx3nldBmR8hiifvauEsrIyRAlODPrJiiLB+Vn01Ub8s3McPR+irLSY8dlBLHYXt200cahTQTKbJxEOYywEKa9fx8FjWSRJwlw4S53XxcYb15DJy3zrKT959MiZfj6+y0ZlZRsArx8PkM4kUBpMKNVqLl7s5XBXDo/bwbpmJe2tyzCZTATCSZ44cJFoPEEw5OS2zVb2nQgzNp2gzJVjRWWWwXA1By/O8cb5GWSVk2NdKbYugQ0r3ew/FafKCxZNjLHZHNt2LaXj4ggHLpmRCmp8pbXoVTnWN8H6lioe+WWMRDKJWm8jFg3SeSnLO90KPNYcu1aKLG2uR5ZlDp5LodKqSYUmKbfK5HIZYikZlcZMXYWJqbkca5aXkMkE+c7TSVKSCTkX56FbXJSXuADYq0tw4JSfVFpiY4uHM2cv8tYlCwpBYmllgXt31y1kwBIihqF5UpkMZlUIl8nApaEkjw9mMCrjfOwmF6VFVaRSSd44FeTSuBFZNrKpKUFpKSSzelY3ZnCoLxDJu2goaefywBCvnNGRLRhwGg187kOVi8GxUGqU2UgMrVpgXYOR4+MesvEMyWgSkzLCf3p4FwDDk1lS6RzJrBKT4VfC0sFgkLm5Oerr6xd1PMxm82KzuCzLi3skLJQYxmKxX1MZd7lcKJXKK4G2RVzRqrkWfD4fLATdrobn3X+vBOdmP+AeEQhe88H/C/B753B8EN5vDBOJBB0dHXg8Hmw2GwA69RVjuDBR4snMNaMyH/Tcq5k5rqSJzWbzu6KCCtLpNKOjo2g0GmpraxcNrk6nw2S24fU4+cZPO5mZT2F1FPPArVUU28IcPd2LWZvjQ9uciCovN20s5edvyaBIkU1PEIwHuHWzh/nZecRMEA0Jin02Nq4o54bVHt4+OcwPX5rFbKsiLwdQKgpsbZhjLKBCr1MSnRvlY7cvp9Rn4uevB5CyU6yszFJfU0SRt5JURuJbj3cjSiqcxU380S0mcqk5Tp6ewGfKsWVNGRq9h3RWIpi28YuXetDrNGxbXUSJI4VRM4qEFrdWRGXS8qFPbKetuYinXr3A5Yk4ansbxnwOf3iU851DtC53olTIZBJz6G01iyfDcGiOz9xZRjBlZiSmZj66MC4DY9NhtqwIMzExB6xAISwYis0rSti2sYXX3u7jW09M4HLZ2dyuo8ghEwvNIGcl3BYtsViUj9+3Co9Dz49enCGeDFLry7CmVcRub0MQlPz0pSFSmQIz0WqyahexrI5szk9wcpA/+8R6crKe1S0uHn8zQyKbIJtNMjs7xu4N8OS+SQJxJahNaFUQi07R0rqBrz3uJ5ZRY7TXsKY0SnlpHo8pxjP7x8lkZSbmQWN04Y8lmPVPoFbqsVtzCOYGDGY3odkwQ8P9TM+6GZk38eEb4PS7fRdyQWJjY5K63SsZnckj5VMgaNGo1VR4DGxrSTMzNYZTCNPgLmNKzvLwn9+O1aTmkcdOEstaqCmVuGt1Hq2hgv1Hx8jnVGg1JvLpaVoaViOKIr29vb/mbAiCQHFx8SKd9BXDfcXpOHPmDLOzs4tqw/CHb0yv4zr+I+PKXiZJEul0mnQ6zYoVKzh58iTwwSxTV6uGX4sW9/2lxrIs4/f7SafTrF27lo6ODtLpNIODg8TjcWRZpqSkhHA4zMTEBLlcjhP97QhKLSO9R9izrYGWxmoqiis40zXC0/t6eWG/SE1NBX9+UxnFxRo0GiODo340OhsWbytKXYxX3+6joz+Fz2PkzhvsVFdWkMwrSKZN2IxR5ueDlJUvHPSeePkCZpubG5YWEHNJamtXI4oSX/neGaKxFFa7hwduqcdmd3CqK8DmFiON7iCJjJkVS2r5xWE1WqOJ4MRp1Iowd25fjtFoJC8W2BSPcq57niWNBdLpJI8+dZTJkI5Sr4lP3mHG4y3D69Txgyc7GJ2MMRNSoG21Mz8/z9unZykvdfHhHSZMlkrKSz0MTyQ4P5ghl9MwOTnMh25eytighXwhTHB2jA0rspT67NSUOHh0X5TZkIKzvQkqbLM89KG1KBQK7E6RkcAMY9NhVi9R4rIauTh8iXOdKkpcSu7btRSz2QoUeOKNWYJxgUAEajwFgsEg/eMijaVavLoRnJ5KbOYiOi+N8syBGaQCVFY38fD9dh59Q+TEJSOF1Cj1lVlKXQLpRJAnXhjk/EAOu8XAHTfW0lhlI5HIMxvMoFPNksgo0SoXRJA7BmWSaYnmYpH1extRKktIJpO8cjZBOqciGosg5s3kclkm5mB5rcCSsgSC2orNaOLY2WHe6XcCMstrbOzZ7EOhUFBUJDI538/IfIHmcplLly7RP62jf1qH05jjj+6owqDXUCgU8KeCXEgoUanUbGkvYmDUzwvHBPL5FOX2OH/+YMtikCwYDDI7O0tDQ8PiXmcwGH6tjOoKWcMVMcGf/OQnV/a3RWg0GlasWMGbb77JPffcszj+5ptvctddd11zXa9bt46f//znmwRB0MmynHl3eCcLbI2j735/Arj9fR/dCZz931ly/AfncFzh8w6Hw6xfv35RRAjAoFkwkIJi4c9OpnK/UVPjg0T+4vE4qVSK5cuXL9L6XfmZuVwOj8ezSIcmyzKDk2l+uD9FJuNHLSiorbTRvqyW5Q0G/vZbpxifzWC2ubjnpmrMyll+8fJFGktAlVaTtVt4cM9tjPslXnonSEGSKTVHuXWdCqMxytS0xPNvXiadFdDX1vFfPreMwLyf149NUO4WuW2ZBperGIfDyqHODBPzavJ5C9WlMnqthif2TRKLzpFOxVGoTHh8VXg8ef77t84RjoO3uIJbN+h5/YKZbCZFeOYSXqcWm93NTZtricbT/POj5zAYLCyrU7KhMY3D4eBc1yiHzkwjFdSU2zUoNCaQZeKJHLX2Yba3uhGVdTx14lch6N4ZD8tajVS6M3TPvqsRIYNWreD/+cIOcnmJH710DnMpi1kuDWFGRsd4++QI6axATuWlsbGIU91xzvbloJCk0X2ZO2+qIBTNMxPIMReFTN6MVr/AsnS6Y4RgNMe21S4GJiQ2rqtEUBlRTmowWkuYHTpMIhbDpA9yoWuGOmuailVV+MMW7rzhRg52yEyEQig0dvRmA+HpiwSmh/inRx3IcgGbwY3XVeC2m1ZweWiabz/eQ1Wpnk/dYeNgfzX+QIzR2RyB8Sm0Rjsb17Wh1pgYmlej1S9EfzavrWXPlmpUKuBcAQQFGqUSuy7Kq6eLCUREsqlxiizdrFnq4t6b2hmbnOPbv+jFZNTTUjPDnlUG1Ao9+w5eZGAsikIlonduwmpN8d1XBZJpE+nYJPfdEGfpkhWolAK9vb0UFxdf09l4v+7GlTXU2dnJl770JU6fPv0e1dY/dGN6Hdfxfxq/rew4lUoxPDyMVqulurr61w5EvynD8X5NjWv1a8iyTGdnJwqFAq/Xu0hX39fXt+joJBIJDAYDdoebl09rScQDpNPTGGzlUMhj1hWwGfPkpQIel5Oq8jjhuILtq+wk0hH+2yOnKMgCtXXNpBNhGouzbGyz8PSsGaUygyCosBgUPHEoRzSlQM4GWFExz4M7l2Cz2Xjs+TOc6wkjCxEG69rZuyLP0Y4AJoOaT91dx8ETE9ywvg6LUeIHr6RI51Wc7x3hjvVK1i+vI5GGj+5QcODkJLOyhps3rOBS7yAvHwmhMzporNDyydtKMBpNhKJJel+ZIZ3NoTaVk83MMTg4yCuHNSxf4qWxTIHNXcGSGgv/+svj9I6kUSinaG5ewm3rCkzNJigrNnLfxhCXJ0XWti1neDqPQqFCbylGHHqbje3tDAed/OzALA5jGp8FyMfYvNzF4RN9HBuwolHkafBF+fOPLkGlUjHjj9Nz8CKJRAZJKMPvn+fJwzAfzqGWQty32UBVVSViPsdPnuumbziMSq1j16ZqamtVFGQ1sqCjIKVRauyUFts4159AVnlRKuaYnx3iw5+9e9H+H7vYBUKegtJCIjLJ828l6ZrQopQzLClKcceuNmRZZmwqTEdvP4lEEklyU1s+RyqnYz6S44amObzF5ei07WTTCX72yiT+lAtZ1PLRG9VUltoBAZ1ORzo7QSxrprlUouNCFy8eDiNiornOy8MfKl+cq93jQygEEalQYHRkEIXKwMGzcRwWgU/uqsRuayaTyXC0M0E2L5JJy0imhb5cs9lMJBL5NWdDr9dTW1v7G0Vx/+Iv/oKWlha++tWv/tq1L33pS3zkIx9h9erVbNiwge9973tMT0/z2c9+FoD//J//M6dPn+att94C4P777+fhhx9OAY8KgvAVoB74T8B/vYo6/nvAnwiC8A0WaOU3AB8H7vvAX/J/AX7vHI4PKqm6Mt7d3U0ul8PhcKDT6d7T22HQXnE4FiZCMpW9ZqTm6ue93/CGw2GGhobQ6/W4XK5F3mVBECgpKWF+fp7u7m5UKhU2u5ORORWBhAUUBlKJSUpMWT56ax1+/ygdHXmC4RiFgoCvvI2mKjU/fFUmFJPpGPZz07IULquC0ZERAgktDm2GVFbk7psa0BkMPPKMn2w2QVu9DYdVS2uTjJIU//j9wyg0VqYTbdTUexDFWV59uw+vOcUDW+xoTW5qy528fCxF/6wCUdSyZrmK2lITfdMjfO8XAfyBCGqtDZOrCbsbVFodoCQWHOCOjU2UFkkEAnP8y8/OEEqoyQlO4sISamoy/PSFfpRk2bvJTe98MckrrEpANifxZk8Zf1yj4fJIlIUS+wXsWKlj3fIKXj7QTTguoVno40IpFLjc30/3UJhYIssCf9LCHDg3YuHclA6TrYjdG/MYzXnGJ6aJRkV0ag25uJ89O1ZwsEPm/ECGgpijSDvC/XcuxeGw0z88zzMH/Yh5kZq6Ou7bqeZ4zyxDfiOCvhzenWsb1y3hhTf72PfOGDarmU3tYWqdacbH8+jEODVeB1MJkAUFCpUGWRZI5GzMjx/lLx5azsvnq/jKzyKkYkGS0RDhdAmr292k8jq0RhOBqUt47ApWrKzjQze6eO1UBlmWAIHyEifLq3OMDV8kn89ze5uH4aCdu1Zup7HGzZEnlRgsFiIzZ3H5FCyvtjA7O8uhk8MgKAlGCzTU1eF0Zvj5S71kciq8HiehaJINzSAjoFQo0OjMZOencTmaGRgYIJlMYrPZFhviBEFAEASKioqu6WwAdHV18bnPfY5nn32WysrKX7v+h2xMr+M6/iMjm80yOztLW1vbYinw1VCpVO8pS75SMvVvLTVOp9OkUqlFittQKEQgEGBqaorS0lI0Gg0lJSXMzs6SSqXonG0glDIQ8KfIxjrYs343d6zahduq4qfPdTA0mcdic7J5mYF17aXo9QYuDYDFHCeaLLCy2YIkmTnWH6fjcgKbIsQn9rjfVXxWcHI0QSKTJxW9TJG7hFl/iANn49jtdjSqIBqjk91rjUwHcxy6KINcwKMb587tZVhtKvQ6Iw/tVrD/xDRLVprwOHQ88tw0kbQZpRRm94oMDbVLeP7YHP6ZOLFYBEldzGy2ns7uft7ptyEgUVdmoaLUzoaVbsS8if/6L28jyhomQ01sX+bAZcpwpluktqqIidkRLM4ybt1g5HTnZQ6cnEdQaXB7y1nfosNoNLC8SYVSmODUpTg7PryacCzF6T47YkFPT3cnH7mtkWWty+gZiqG3FNCpIqSSGVwWiaGhIc72i1itFu7YZMJX3EyJz8rUXJpEJodUUJAMTKDTLmVqLsvJixFa6lwYtAIOdwnLG1S8drCLo50JVBodmzas5oYVVrRaFWqFFjE3xohYYMstLfT09HBhuMDwVI5il4a/+uxKjAYdggCzxyJoFWkSUT9em4KpqSnOD4iYdTIf2WWjqmoFCgXMB8L84Jle0ukUHredP/kwmI06FAoNO5bHGZ8LYTAaUBQSvPTGOIfOR9HrNNyxo549S90APPPqOaLRBGqDikC2iO7ubi4OpZkI6qgqUvOXH6kiLyl469Qs3X1jTM8lUessFHsjLK0TuTScwaSO89CNRrTGIhQFG6FQaLHnqLS0dPEMqdfrqaur+0Bno1Ao8Jd/+ZfodDq++tWv/lojOcC9995LMBjkK1/5CjMzM7S0tPDaa69RUVEBwMzMDENDQ4v3W61WWAiwfQc4C4RZoIz/5yv3yLI8IgjCzcD/AP6YhYDdn/7vpo3/vXM4PgjZbJZUKkVJSQkej4e+vgWRn6sNp0l/5e53HY507j2Rmg9ipCoUCsiyTDgcJplMsnbtWs6ePUsul2N6eppgMIjD4UCv11NRUUFFRQWJZIZvvyQRi2dIRnvY3FLA2exjedMSgvE8T50sIBcEVrQbWVopkc32EJwzU2kvoCzoqK1RsGPLcs5dmuGnr47hc6pZ16DEbtUh5lJ0joukM3lS6QKta8pZWu/gqQN+opHJBXGa3DwWZzVqVZJHnrxMMJLF5iriY7d6kbMBzpwdo1gns3WJFVkwsGvjap48JOKPR8ikJXwuE8U+C0vLLqPO6/GqcwTyFu6+ZQ03bm/lVMcIzz43TmlpKaZoFK3ZRCQ0xs9fSXC+xw8oqbutDUPWSzpxZZoJgIzHZSaZLXCiH9TGK+OQTc5y6ZLEy2+ep6ipZvHdKlVKfvySH73eyIZVJYzGf/XeNYosKDMsrzGyekUl33wmSTIjkY6OcO8WDfW1tVjNOqKpJBqtidB8B61bipgPpfj+KxnEdIhljXYUagv33FhFLAP9M1EKggEtC8xOAAMDA8z6gzidFrSWOo4NFlBfhkhwEK/LTFudRE7pYS4OyAUQQKPVc9OmBgRtMRnZikadZWLqIp++by3VlWWU+kxoTkfJynZUKg3b11RT6o1z7MR53CqR+9dVMeIX2LbqVpKpLP/1O6dIpUWqKgzsWBZGWTAyMBCh2SnjT3opb6vgo7c3Mjg0xbefGMDjNHPbZg0VxTZcLpkjJ0fpHUmTF0XWrGzh06vgYl8Xrw8ruWu1Favdidm0E416IbNxJQLq9/sZHh7GaDTS2Nh4zb4MgJ6eHj796U/z1FNPLdauvh9/yMb0Oq7jPyomJyeZm5ujpKQEu93OzMzMb2Sh+rdoblzdrxGNRunt7UWr1VJcXEwwGFwUEIQFRh6Hw7GoGF4oFLg0LyGozChVaswGNRpVnqcPK8hkYsxNxtGqQGOtI6sUeOatWUYDJozqBCvrRVa3N2EymegazGCbijPv91NRnSedTvPSm73ojBZ2LdcQCc3jKdqK1azju8/NEEkbIC9x944SfEXFnO4NsLzBwB1rQozNpNi2tome/kme/mkPCCrqqou5Z7sbu92+QEffFOV0dwifKYbZYOSl4wUyKQ2xeIZUMo7BlsXnVKAylaNSRolGYtTaM1R6C5zqHMJgtON2mpj2x2ioLWJZY5q//fYR0nk1RmsRe3e0sqzeglKlobTUS5E3iWxeRT4T440zYZ559VUstmIaq+18fG85Go0GUZQZDUa4PCnQXGNGLaT59rMhIkkBKRNkfUOcm7a2A/DKwcuc6fIjC/OsaC2lyJfk8DkRhSByU0sQQW2npmIH0UiUnx6Ik85ruTQY4KO7fdRVLTB/zQYvkxczGOzlGHRKOi6OcnzQBjKUWMJ87t6lC7S72TwHO7qJJzJkbCbGx4aRBDNnLkORNcYnd3txu1eQz+c5dn6Kt46NUJAltq8tpagoRSKjRqPRc/9OE2m5mppSLeFwmG891kUgksPhdPLZe5rwuhYik5G0mur5AlJBi14xx/nOGfadTKJQ6qitryGdzHLPZiXZpIvTFzuQZBWSup3h0QneuOQjGNaQzdnYtFxPa3M1XpvE0692cnE4B4KC5ctXct92Aa12gd42mUxSW1tLPB5ncHAQtVpNW1sbiUQCi8Xya9nGQqHAX/3VXyFJEt/+9rev6WxcwcMPP8zDDz98zWuPPvror43JsnwR2PyBD1y45zCw/Dfd878afxAORzQa5dKlS2i1WiorK8nlctc0ljo1gAyCAgQFqXT2A0UCr3ytVqsRRZGLFy8iiiJlZWWo1Wry+Tyjo6OL7FR9fX2L9KB2uwO9TockaFGpI0RmuvBuXsnpET37O6JI6WmKzHF0llLu3VVDQSrwTz88Ra6Qp6XGzA3NQQwGA3Nzc7z41hD+YAq0tTh9bk72Qt9YBoU4xYaGGEubKnA6HZztz9M7oUYqeGhpXUIsGsMgD/POiSlcVgFBaWTD2maaq1V8/YfdDE6kcLq83L5Vj0aep78/QYVZQcShIZOV+MydNzIREPjp60EKFyScmhluWZXEbrczOxfkkceOozO6SKvX8OGbLLx8skAwGCE8M8q2dj3LltZTV+Vg5nCOQFy9kOEQQK/X4Q9lefQNGSneh9VYutjD0Tsm8nbHLDbvEoTFxSiTSucpqHKISgdub9m7DsdCcLvMmWbrahG73UkmK6FQCCiVanSyn7qa9cwHg+w/MkyzV2JnaykKzRJKfRZ+tj9NKpckk9eTC1mxaKIcO3meEreaG5qNXJw1Es3+qnTrW09NUeq1sHe9ggPDxWhS88yMTVLIRQlozLQ2NzLXtdAAplaBQQOf2Z0hlKrEH0iAqEBl9OJyWqkqsRAOjNHZlWJrrRabqxxxQzM1ZWZeP9TDC2/No9GoWbs8yZKSCAMDIaZmIpR4TcwERFYvq6StzcBPnztPz3CasiITG1sm8XrsRKNRnnlzkPlQjlhax9oVdahUMX7+/AUsZh1/dn8l4bSOlS0+hkdnePbAFLKg5dK0m0/unGdqYoR8Po/T6cRuty+KgMGC1kY6naajowOFQoHL5cJut2M2m7l8+TIPPfQQv/zlL2lsbPyN6/UP1Zhex3X8n8a1Djl9fX3k83lqa2tJpxfYpa9FsvJB2f5r9TZeHahLpVL4/X5WrVpFR0cHkiQxMTFBIBDAbDbj8/mYnZ1lenoas9m8aDPu3aqiazDIiMXI9lU38NxJPYJKJJ8eI5eKkFcosRckLvYHMetkdKoc6sI8XoeZt07N0jupw2sTWV4apn5LKW53C6cvznDobC+yPMvopJeWWhsvvpojn0/iUPvZVKulsa4Iq8nF915Ok8io6OidYGtLmrraFn70agQpKyLJBdRaK8U+F1NT03zr550odU5qStU8sNOF210NwLnxOJMFE1Z9hs3LG4lnlCQDvZi9LnYtnaeqqgqTqZFXD17kjWPTICgpqWjiP39ayVggzqnuNMFgEI3OhNFRyYEzfva/M0IkksBqtXDLlmreGTKhUpuYGTlOIZ9GUKhJCFX09l7irTNxBI2DKp/MZ2+tQKfbjEIBp8cTJDMFcokhipylTExO0TUk0lzrxG3OojAU095g5Ux3kEMXJBBUuDR5HtxjQKFQ4vG4uHvDNB2XU9SUWNEqRX723AUuDESxmvX8yYOrUGkM1JWbGZ02MuSfIRTN0lAq09PTw/kRPemsQHOFis/dv27xzPSjFyeZjRqZDspUFcVQqVT0T4iUe1V89u4STNZizHqJvuEAr583gqCi0mHk/pudaDQarFYLVvMsmbyCirIignPDvHMmx+lLCZw2Hfff2kiZb4EZ8ZnXLzEXSKLUCBQXebhlTZbzF0cJRjIsX+JjPpLnxo02vHYVkiiiNTqJ+ztYUlNDhU/NVAAkWYmUT2J2VlNbXGB4eJhsNkuhUKC6uhqTyYTZbKa6uprKykqi0SgTExPE43EsFsuiiKVGo+Fv//ZviUQi/PCHP/yNzsYfMn7vHY7p6WlGR0dpb2+ns7MTWZY/0IlQqa5WWFWTukaG42pV8SvNPYlEguLiYlwuF9lslng8TiAQwGQyodfrKSsro6ysjGw2y6XBON9/PUE2M0OJJYCvoop71u2kpqqIw6Nq1Ko5psc6WL+zlsriMIODOd46NcPkbAKt0UteU0tbm5Kfv9RPPD7JpqUagrlqusa1/GRflkSgD7OzgWR4jBXLNpHLJHnxrUF8lhj3rrciaFwsbVzBm2czHDofZ1Yqxaka5ZN73SQSPfT0qhkam0OUdZi9S6itUnH2Qpo39s/gcVvZsCRLKGXhHx7zoyaOSlKQy4ns3lFLXYWD59/oJRQTEfM5EpEpypd4sRnTKBQCeksx/sE3WbFsC/l8ih883UOlK4FRu55UTouAQDZXQMrnkLIhFFL6Pe9ydj6BiAF3cR1mq4lgbGFcEBQ8uMuDSmPA40lxZtD0K+ohtQ+jxcn3X0mRSgYpMoe4/8YyfJ4daDQa/uEHZ4jEJaw2D3ffqMasmmB6IkejPU9jcTmHeuvIZhLMzCXo7xvE4SplSYMRlylONGtbzHBoNBo8Xg+rV5ZwYESB2uCjkEuwosHI3p2lOGwyTp2fiZwJSVay96YVjAU0vHJKpFBQkg4c4/MPtlN2z+0oFQLff3aUuUAcq83OvTtDqIlzMaIkGIxSWmRDEszcuKEMleDmv3/nOEqdjeYqIztXStjtUYaG/AxOpIknM6QLFTQ0uBkYmuD1l8epq3Cwe4MOVBZaG3T86+On6BzMIcsCoXw5N7WFeeSpMab9UXJiAbUyhdlVS3V1ip6eHtxuN7IsL2YJHQ4HjY2NeL1eBEGgpqaGbDZLIBDg6aef5pvf/Cb5fJ4vf/nLVFdX/0+v6SNHjtDR0cGmTZtYvvy6D3Ed1/G7IJfLceHCBVwuF01NTQQCgUWhzmvtkVf3W70/g3GtbIgoivT395NMJqmurkav15PL5ejr6yMej5PP55EkCaPRSG1t7WL/45OvD9A7HMPttHHnznL2bi1CpVKxY1mOw51Z5ITAnnvaODVWRSYrk4xmmJvo4f5b2zh6uZGXzoSRxDSiYGJ0fIJGr5poNMGZvizr21w8dFsxc1EV29ZV89w7ORRqgUxogKA4SeP2VbgdFjQaDR+7Scm+4zOU1EFzbSmPHYFUWknMP8/KOhU3bqvDZTfwr49fIprIopay+LPNzMz0sP/YJKjMNJTCulollZW3APD/fPMwkXie/okcm9uteJJJxmay9A35ScXn8JS1oLNVc3lqgkNdOWTU+EqqMTkrUWhNxBJBgv5Z9AYzVnclFl0SKICgRKVUodcZsFu1fHirwL638kzNJRFUIBhXMjg8xoFuB+mshF6a5BM3l+Dz3UQ+n+frPz7N9FyKw2ct3LKplOXlGkJxkeWNNlTiIAnRyvLGSsYn/fxy/0WyeYmqci+fubtmMaNdG1Tjj4i4bHoK2QD+oMxzby84WxuXGmlpXLD903MJJs8EyEp6DKokU1NTzER0zAQlWspi3H2DFZOxhGw2yQ+fvsjodAqNRs/ubc1srtKAoKSlXkUyOUg4Y2dNo56+/ss893aIdE6goszHV75YSzYHg+M6FCo/Bl0GQaEmODtEPKznjTMpbEYln/lwC1lRy9J6KxPTIY6dv0wymaSu2st9u8qIZlIcOBNneXGApoZapBtWI0spfvDEcQYmJFRqLbft2cmaJg1Ws4ZIRMHk5CRer5dgMMj4+Dh2u53ly5ejUqnw+Xz4fD5kWSYajRIIBPj0pz/N1NQUer2en//85//Tzsbv8/74e+dwXIngyLLM5csLk2f16tWoVKr3SMxfK1KjUqneLeoBhVJNJpP7wNSxQqEgFosxNDS0qKfh9/sJBAJks1k8Hs+CmOC7WY0rPSOdk1oUqiS51BgTkQl2rjKTyWSYmUxTbRYYz5u4eXsbt+1exk9eizE4mUMh5dm4FBQ6HTe2hTl6LsOJjmkKcoHyimUkcj6MFgXzY8dJhgb47F2llBRtwmwy8bXHY0QzRXSOmXholwakGJ2d03jUAmtrdGQkPffcuJZYPMsPX+wgl4+zYU0jdl0ar3uITMLC82/2IBZ0mD0tlNc4OHRAgSzMMTZ0jmV1am7ZvQSHw8Bz+y/y9mk/sqygbe2dKDN9lNguc6HTz44aAa25jImy3Ry/FGF8XkUy72NwNkRR6a96bgqSiDJ5gbraJnZv3MajB0F+132oqnCzodWI2xXkzV47V0rfJFmB2t5OqTXIE28FQOPhSoZjaa2WngkNyWyeVBby+jwqhUznhd6FSL1VhVRQYvY08MKxGGI6SyQ4i9PpZMfaHAgqBI2LXPIcIJNHS3N9Bcm8nqEQaFQKlEoFD91iw+FQkUwmMQtzRHMOXE4rH759OYlEjMde6KLMo+Bjm90YTTacjnIOdmTRGo0kwhMY1CmkbJD9h/2M+5MsbzDgL7LTUFPCqmU2XnxrgH1HRrHbTGxdYUSp0vEvz4RIJ8NEUyJ68qQ1DdTW5vj5CxeYj8LyRiutNUU4nCaQCzz26iiRmIQ/pqWiwoNdE+Qnz81iMZuoK5fIYuH+G230jaiYjecQ1Tp02mlkWaTSMk5n5yQej4eSkhIEQaCsrIx8Po9KpWJubo6RkRFsNhsulwuHw0FJSQk7d+7kxz/+MZ/5zGcYHBxk48aNvPHGGzidzt9pfadSKU6dOsXhw4f58pe/zLp16zh06FCZLMsTv9MDr+M6/j+IeDzOxYsXqaurw+1eqGX/bdn8q3GtDMjVX8uyTCQSwWw2U1q6oEWQSCSYnJzEaFwQClUqlXR3d2MymXA4HFgsFoxGE0q1AYNBpLS8HKM6w4v7znFxVKaq1E5jaY49a8qx2WyozBmOXiqQQGB9m5eOqTJEBBLxMRKBPj5xRxO1tUsxGPT8y5OTRLMGTvfPsastQ3tjGal0jru36LjQO0PvENy8eRvj0yG+9cRppIJMQ6WVWzd7OTfs4c2zAWo9UcYDKhwIrGwt5lL3ZU70SNitVoyGHIJazZ61Cub9Ds71DFAoRIgkKtjZnuPZg37iiRwt9V5GJ4Msb69mY6uK7/2yg+HJBBqNHrOzmkwmS0Nxmk3L3SiZon8sxu7dNZwaMDIU0KE3WkFK8jef24bBYEKl8jAZDdM1JFLkNnHLBisFWeKXL3XhsNlw2VPkBSN3bNQQiVcgSimymTQqMUA+72FqNogsmNi5roSTXXPU1dXTVg8vHhznzMUZ1GoN99xYzuaVC05fIqPA64oTiMq01tm4fPkyR3vUBJNavOYkX3iwFZ1uoYTpjROz5MUMgYSOdCLM6KjEqZ4sToeeW1emaGwsRaFwMz0X4a3zKURBj1pSUV8lEk1KnOtNU15kIpsHd1E1jcVZXj80ydtngqg1Gm7eXMmdGxb2okxeg1gIkc3LaA1WLly4yIHeYpJZBVJa4qHba6gsWwiU/eyFi4xOhFGq9bidRlY0wtHzfhSFDJ/c68bpXo5BB3OBMM8cipKXdZDV0VCbxe2yk8sbSKZlJDGNzV2DURVjbCSASqUil8vR0NCAXq9f1JHxer1Eo9H3ZP5dLhdWqxWr1cqWLVs4e/Ysu3fv5r/8l/9CU1MTf/d3f/c7retr7Y8/+9nPKCsr+52e978bv3cOBywoGHd1dWGxWGhvb190Qq4YyatrzN/vRAjCQh+wQqkhnc1/IPNGLpdjYGCA9vZ2urq6FtmvQqEQRqMRp9O5mPEIhUIMDQ0hSRKry22YlEaCWgsP3XErIPDPPz6NiExrtYYbl0QwmUzMB4Kk0iKCLGEUgjxw1wYCoRivvzNJsT3Np2+zo9Q4aKg189rZHLNhHSj0LGupwu0wMDo2iZRPs7FOIpjx0tbgpKLYzOMvD/DOmXkcDgv3bDcjSGEuX84wFylg0itIKfVsXV2DwaDmkWfnyWZz1Fb4sJtlWpoyOA0pTCqRqM6FXq/g/ru2kMukePXQMIpCGp9TS0Ht5IGdJjKZVn7wShSFsobyWIiqMi1nBrWkUzoCo8e45aYNlLnNnJ3QkI7DQq9GgVKPwKrqCBf6FCz0AC+8g6RcwpqV5fzkpWlCGRFBoXn3HSpor8nzo+cjhNJ2jFe1EPzirRQ67RTLKqLY3LUcu2TnOy/GCM8FkSSR+rpqbm43cnLUiRQPMTdzGZ3OjNFRwaqlHrrmNCgEFd7qjWQjvTywTYHbFWZyPohGUpIvwIN3bqC6uoKjZ0foHR5nabWa6vIsdvsCFeKPnu2ldzDIOY2WB+2laCNhvv18EikbZlktuBu8bGrfw0ywwKlDAcSCm+HpIR7coUCtnmJgYJ50Kkp1pRedXs/OTXV891UBtTpGWkqhlCIUe7zsXRmjs3uGzv442ZyIzlzKDS49fQMTXBrOc+cNPqZCCoqLi1nZbOVnL88zGCwFWWJjQ5gKd57LvRdQyHkeurGG7nE12z+xA61GSU9PDwaDjVQqxYULFxYPCQ0NDYu00oVCgUgkQiAQ4Ac/+AFvvPEG4XCYr371q9x+++3/0+v6SuRm9erVPPzww9xyyy1XStrUv+2z13Ed17EQkJudnWV4eJilS5e+R3jzd+3ReP+9yWSS7u5uNBoN9fX1TE5OMj8/z/z8PLIsLwYpampqeP10jgsd07iMk4xNRtHqNKxr8/Gx2+rfPcCJ9IxPEo4kURuLaC6X6O4bpndCw9o2H7uWzGNdb6WoqJF9Z0TCKS0FtFSWWDCZDATCSbwqLZ+9w8PB44PUV7nwuWv56UtD9A/NYzIZuXWjmT031NA5kMZnt1FXkWZiLsmqZjtHe1T0T+XJZTQk/Kf4wkfbKS3dgiAInLk8TCA0STKVY+9GBxaTgY4Lg6xo8fHALjfRrIltays4fzlJz3iSvKhGm5vj47fVYLaCSqWhsdZDIi1RVlHL7lVKXjs0wP43DnHshJWN7S4+dlsjhztiVHtEcrlJRmJx7rl5CWNjY5zvixHOOqnywf1bbfh8mygUZP7bv+wnklShM8o01rWyqTnJ/hNzmHQZ1ldHKS0upqJsJyMTM/zwsUukMnk8vjI+c3sNDocFhULBro0KBESMRhOlHjVHT/dxpNeGWpFjVb2N7etr3u3DcHNycJJCXMCkVzIwMEAkY6R7TEGxLcGnb/Xg8XhIZ/I8u7+P011+FEo165aX4/WGiWc0mA0a9q6cpKD2Ul1SQTQW5fGDITKSBimt44/2FlNe4kYQBEQ0+MMSOUlDsS3NufMX2Hc6g0JQsnFFBVtWl6DXqsjknJwdC5LPywjyNJmkgkv9Eocvilg1Cr740WZQGvE5VJy5OM2z+0eQ5QLLWyu4a3uevKjFZDJzy7Ih0kIJTpOV8ekQj7/UwegsWKx2PvfxDbht4LbriEQMjI2NYbfbGRoaQqFQ4PF4WLly5WIQ7urM/9DQEF/84hcxGo1kMhn27duHxWLhM5/5zO+8tj9of7xSlfP7gN87h+OKvkZ1dfWvcRj/W9g0BEEGWUChVJPNiu+599ygmmcPqbGoz7GiIsy2TQsGW5IkxsfHEUWRaDRKIpF4T1ajqKiIU90JjnX4KS9RsnFJFsGVZGZ6kmfeGGFsJofWoCUmNLBsmZIn9w2STo6z1Jdj+xILTmcD+bzIP//0EsFQHKvdy599tBGFFObkucuUqNMU1+gZcZYwNGnjiTfD9A1MIwMr2mrZ0pIjPDdENmEgnYzgcdtobSynvdVHV3+QH7/Sj9eu4oYVOmwmFYIYYmBUD4UsuWyGVcu9rGsv4fCpEZ5/Y45VxRk8Xg+O3Zuwmg3815+cYdKfwmiyc9fulZRagxw93U2xNcOeFUaiWTs3b6xl31klap2WfDaBIKdo8AaRJIm8WAJoFxqp1Soe/thNPHEwTddQFqPlVwptq2uSDE4mmZiTUJiUqN7NPArIfOVHY1g0Ie7cYGL/patemkJDLDIN5Tp6Z6xo9SLh4AS55DRlVa3s2VKJhBZhTIHZVspMLsnH76rGZA6TTsjojWUUMhKZxBzhwCyVFev41ycvYjTq2FSrpKTIhsNRSiSa4qXDs6SSaYKpCprr9YyPTzIwkWBrm5I1rU2o9RbWtDj4wStpcoUUmYzMyOgUtT6RC12zFKQcN7S6GJvXsaGlmvoqN48+dZKLIyKlRTY2LSng86gJhYI4lSESGi95nYHPf/4mDGqZH78WQswX2NTuxOu2snaZi0wmwxNvzJJMiQzMlvKxm+0UspMcPDzAimoDm9oVROIKljc3cqFnjJ++ehmlSsWSxjBrahNMTRpJJpOLqWBYcCwSiQQKhYK+vj40Gg1ut3sxs+FwOPjEJz7BgQMHuOWWW/j+97/P3//933PkyJFfEzL6t+JK5ObQoUN8+ctfZtWqVZw/f56vf/3rHD58eOzKfYIgtAHrgSFZlt/4nX7YdVzHHygkSSIQCLBq1SrU6vf66e/fC7PZLPBedqor+CAyFUmS6OrqoqWlhd7eXmBBR2dqaoqioiJsNhu9vb2YzWZCOR8XRgxk8lo6u/tw2K1kckqsBoG+vj4OdcSx273cub2EcDhC+9IilAr4628cJJNXMhHSs7pRhzKs5rGDM3gsWW5sEkmUw9oVOzl7aYqnnu6hIInU1xSxd5MNSWkmnVeyZXUZebFAZZGBihIzP3wlSTStQMwEWOIL8J8eWoVOp8NgzTEXzTCXTrNhmYtwOMy57gCiysWqRg0raj1UVVWj0aj57985hD+U53R3hFVLS9nUquDNUwGaKvXcuzHF4GSO7evWMDkd4JEfdpFKZSgttvPZDzXidDoRBIELfUeQFUZ0ljIieTM/eS3CdFCmIGWxyL186WOb0WiqOH9pjLPdQyjVWdLKTdQELvPSaQ3+UA5J5aOQH8PuaGTvRhOvnZCYDhbIpfMUitMsbVaTzUk4bQ6KPTrmIlo2LC8hlQrx+BtBIhkrRlWcT95aicNhAyApWrCNzpIVVbgtOU6f6+FQrw1BFim2hPnPH2tdnCfffmaSSFJPKCZSVxrh0CU9veNZBFHP6iUmKqtqaa/X886ZAV5/Zw4EBQ2NLXz8ZjM6nQ6z2chN7cP0TuaocKnIpaM8/mw/XSMyDruVu29qoLZsQYH7ROckyfQYObFAIpVjbGSQvnGRSEpHgy/Px2+pYzJwAwdOThCJx4hnLczktTSWx2ioMTA0maPIruSP7igjKdmpL1UyNDzJL/bNkstLVFRW8vkP2/jha3lmgxrSySySOILB3s7wRBTSQWIhLYlEgqampvcEsx0OB+Pj4/T19WG32xd7GktKSiguLuaee+7htddeY9WqVWzdupWPf/zj/Omf/unvtK5/0/54hXAF/uPvj793DkcqlaKlpQWLxfJr165OGV/B1alhlUqFQpCRWCipyuUyi/fJMjx3So9YUNE7OIsiHWPHFgXZbBa/34/L5UKj0dDa2koul3tPVkOrN9F1OUQilUehdbO0xU335RmeOThHic+Oy5ZCUhm4qS3C0fM5Dp0cpSDLFBe1UVFh5twlP9nUBLtXK5kMl7J+RQ3Fbi1//T8u4Q9JmO0+PnRjGZfnnWTzs0yMTWNQp7HYq7h5UxkOC/zDDzpJpeZpb7RwZ6OEThfB7xd4+9QUqVSOtMXKquVN7D+T4cSxBEpxjmVl8xjrimiottHVP88zb4wubFitS/hIo4nxST89fUN47AI5yUhdYxOblln4wUs5Rv0Wzo8muWFJnDJHgO7uEEVaJWUGFWFZy+e+dBvFPgvf/+VpIgURpUoLCOg0ApFIhGw6g1ale8+76h6YI5vNcM8GHYdHIJICZBALkJENZANDqBRVv3phwLrGHGXFTaxr8/DIK0qSKgNatRKHz8zt60GZG0WSBIq0CoKShT+6fwvr1tRw8Fgfzx0ax924Hr3ZQjruJ59L8MOnOugbTaJU5XD5llEs5PjGM1EyyRjLGizUV9awsrUEpULm6z/tJhRJY7W7eHC3QDQ2yz/8JIhVG2ZrawWJtIM7bljCTCDLt59d0J8rtc6zoVlAq7AxMDDMiQszyAoDCbmZylors7Pz/OzNEE5jiq2NE1SXe7HZLLx1ao54RkMmqyAritSUqDh8spdgOMPmlR6GJnKsXV1Hc52Of/huN8NTInqjyK6NNootAXp7/fT0B3HYjSSyKtYsq6SlErq7u1Gr1czOzhIKhd4lPbBTV1e3uMbS6QXF+N7eXl544QVmZ2fp7OzkG9/4Bjt27AAgk8n8zs7G1ZGbT3/609x2222Mjo7idrvZsGED8gI/MIIgKIBWYDvwF4IguICdsiyf+p1+8HVcxx8YlEolra2t16SOfz/t7bUciivlyO8vv8rlckxNTZFIJFi2bBl2ux1JWqBZDYVCiyrKPp8Pr9dLPB5nYiiNSu1AZ7SSSczxiU+soKp8obzr2z8dYmAsgTCRZza5lJuWRDl9YRSf10V1pZuB4XmaGsrYskrB915Kk8wUuDgxQLnNSntrPYIgUFfpYWVrmplAjttvKGJwMsfbF5OAAr00yAO7yygpKQGgsSJOz2gGKTPGssYSznf2cuayQEO1nTWVUaq3lmMyVXH07DBHOkbJ5wMMz7Zx+2oFE9MB1Doz9TUeEulpqmqquXmDicffiDAdVnC0K8yykiA3bW1Cq9VS5POysiVD33CEHet8RKNRHn22k2jOhre4nkTMj9MicOcmPUcvFIilRCJzg2xY6+TcxXGO9JqQRQlZUJHNxHHb1dh8dUQvphBFgWxiis89sASv20QmL3L7Rh2dl0bRGl3Ul3vo7J3n+YOTKBQCa1udfPa+euajBbRKD601QToH4jSVK/H7ZzjeMcXFCRMOY4q9G2xUVhQBcLY3AXKYWDJPtTPL2NgYMyElKA1sbYxRUmrBbqsik0mz/5ISAYnQ3AjbW0so8pj47ksxIkHIZhPYnOVoTB6GR/p58s0QmZxETYWLT91duUgf+6PnhkjnVOQEF8Pj8yRCo7zdkcVq1vCJ22qoqnCjVCg43THE4dNDSLKGmcRqSnyzPHfGRzJhIuLv486tMs2N5QiFNPuO+emesUNBz5YWgU0r7CiVSkKxPBbzPPG0hqoyG929/STybWg1EvOBAYxGHT6bzC2bvIRCKsbHx9Hr9fT19WGxWPB4PCxfvnyRlfRK5n9+fp7+/n7+8R//keLiYsbHx9m3b99iCVom86vz5r8Hv21/vPJ/+PuwP/7eORxer/fXojFX8P4Mx7Wo/hTCgiFWKNTk8r96Tj6fQ60xodbUET33DDm3h1gsRjgcRqPR0NPTsxjd1Wq1FBUVYbe7+NZjHRjNerausGFUaXE6U4xNzvDIYycpCHqiUhv37nDzzoU0//JCBjJ+PnSDGY+vjMZaJ+f7k7x23giCmZW1abavVhEMjXLen2V0bBK9yYmrbBU6YwGlUoPeUkrs4ovsvKmJmlKRZHiYyQkVAiIFBFa3V1NVbOBfn58hFIlSZpf4zB0uHA47BSnHyHQWZIFYeIL50vWc60vz9qUUFukCd233EUpbuXNHCTNzMX78wjiZnERtfROfuQvC4VF6etTUOnIYVE6sRpldW5dweTTAvz7Zg9WsY/USC0vLQoxOipw8309H9wy+egmlaiGTIUoyP39ljPriPEuWO9nfV8SVHEfPUJjhGYgrmt7zXg0aiT2rVaxp2UYoeVW5nEJBuVMkGQ/z1Z9GMatjFJmLsZfo+fTdtyJKMl/94RkUCiVLqgysqVsQJZz1B3juwBA5UY29XoVSybsKuTCfdrC+TY3dUcStm028eiJFKgvpnJJwJE6J08Hh4z0kkina641MBK0sX1rLsiVmvvZkgmg2xVwwgUboZtUSF+PjeYYmIlR7rcxFZPZurabIY+Snz11gJphn/fIK4sksK9oLWPU5nr4QJSOamQzJ3OxaKHF689gwXoeCP95ThCTYKC+uYGYuzqFeJYJSi455PrRZR8dIgP/7WI5ISE8u78fnXk51tZdsVOJ7zw1hNZtYWm9kSYWAzTBHb29w8YAACwYxFAoRDodJpVI4HA7cbjdWq5Xy8nLKyxdqqx9++GHKy8v50pe+RHt7O48++uiiUf334oMiNzqdjo9+9KOLTehXRW5Ggc+xoLHxj4D0Qc++juu4jl/h/f2Mv8n5eH8p8tzcHFqtFrfbvVjLPjExgcFgQKPREAgEyOfz2O12LBYLVquV1toCvZMBgkmR5vpiEtFZTpyaZipsZHY+QTIexFvVhNboYWQ+wJtHR0EYp6WxlD+5z0G2EEeUjHxmj5r9R+M0bqijvMTJL17uoX8shcNuYVO7iTt31C/YH1WOyWCU8Ylptq+0EovFeO7NEQSNi6YKFXtXQnX1DSgUCr7xs06GxwPMhCR2rtTxdmeOS6MhhIISp0WFoLFx/40OCnkV3/z5RfL5HMU+O39yXxOzCQPPvz3LlmVWLvQFMKgl1rZVcuJMP/tPRTBbHSyr0/Pnn1iKRqPhZMcI0/M5ZGUCq28pd60UGAvE+PZTacocWXa3FWhsWI1CoeCFd6Jk8xlSsRQbWm3UVBdjMQcwaUzcuTrIXFjBspYdpFNJfvhyiIRoRVmI87EbnRQXuVCpVKxo1TPpTxNJwrqlNo6cneJ4vxEZBdrcJP/XQysWs18XxibJixKxlIpIeI6+bJIzvSKVxTpuW515V8CuhpPnRnj2zQXdifKKah705RidSTM6lWBXa5L5mBL3pnbsJomnjookMwpEUaa8yEJxmZP2miSC4MFlTzIflqgqMdDd3U1Hf5zJsJnG+jLKfGZcLittdSZ++HQno5MRVFoTTluSvCTz8mk12YwKWalDyqSpqzCi0S44ZgZzMYHRI5QVVWM1qZEKatY0J3BZgmQLBmqLBU6fvcgLh0Mo1CZWtNZzz86FjL4oOuibGmRGtNDa4GFDmwWzOcHMTI5gMMiSJUvQaBYUyDOZDFarlc7OzkUttqsz/w0NDdxwww0899xzi/0bf/3Xf80tt9zyO+2Rf2j74++dw/Gb8P5Gt0Kh8GtsG4sOh1JDPrswLkkSZ86cAW5495qKWCzK1NQULpeLurq6xV6NwcFBsnkZtcbEs2/24w+D3qjG5FjKA9vgpYNDiLkwDpuBtKKMAloe3xcgFZ9Gby4mHhimsWELBzpV/OLQLHp5jtXVEkZzCTeuL2NkPMi/Pj8Ngo6lKzcTnB2mzDyBmTRVRonpuIObty3nrj3L2X86wZHTcXRChFV1MlVldhRSjI7+PFPzeTKilpZqN/X1xXRcGufspQCrSpLYl3px2lfyo8MONPokE337mRMzbNvooKZM4uSpLgLhJCpVAa3KQltTCaWlCp54w8/0XISaKi/blsaQZZnx8QlePzRJOiuiNDrpmVIxEbUyNKNCLhjQ6wMoFO8WTQkCqYzEhZ4pAslmPlLnfvfNLbwTnQa8xZXsWa/nuWML70atVuMtduI1hXjpYABZytHmUjOf9rHnUzfR3lLCPzyRIZaJMzkzz4qqXm5YWsT09BzvnJtiZj4FgpaV7c3U1Kh45e0+QlG4eYOP4RkJrVZBrgBQAASioWnat9Zg1OY4dPQ8bo3Ix3eW4Y/Y2dhex8h0lsOXQyBo0IgT3LVJCYxy+bKWRlcev7EYjWzgI7e2MzUT4ju/7MFp09NaHWFrqwmDVuRi7whdA3GSqQxWezMfu8PGuZ4A335ihvpikTs3mzCZS7GY9Xz70be5MJBBoVCydn0d66qmOTU5iIDEQzeV0j8lsamtErNJy7PnssjKOII0yMpGK5WVYfRShoPnJhAUSqIZBUua66l05+nv7wfA7/eTyWRwOByYTCba2tqw2WyIokgoFGJqaore3l6OHz+ORqPhqaee4r/9t/+2WD86NDT0G9WNfxPeH7nZu3cvY2Nji3Wve/bswWg0vj9ys5wFtchB4EXg0sLUEhSyLBcEQdAB1cDAdZXx67iOX+Hf0sNxNR28LMuIosjIyAgAy5YtW2SgGhsbI5fLUSgU0Ol0tLa2kkgkCIfDjI2NcXZAoKLExkO7i1EICl46uhx/MsWbR4dIp+cwmEsRlDEKYop8ap4dOyoQ81miKSX37a7mnc4QR7sLICTwaYfZs7mEwz1GzlwOEU4qEBQKlIZSAtEor751novDAhWlThqKM9y2sQaj0chTr3QyOpNBZh5RvRS3eYyDx3tRaJw8sLuUvkGoranF5zbynRczFMgQnhlkc5ueTWtK0OtFTCYHH72tmjPdYe7cUc3wVI43zqXISSa6ujv5wgP1FBcXIwgCR86fJZtXYBAspAUPF7t7ONyZw2a1UlPlIZYssGeNigpfE4efnSGSUpFJhqgrVjE+Oc34nJrNS7RUWfw4vRX4XI2cvTTHE4dlIEGtM8ueLcVo1Cr0Dgd3bBI5dG6Otno7AnmefPkMFwZzOGwmdm0oYVnzwoFaUuUY8gfxz4dor1PR3dPHO/1OEmkZs3KeP727CpvNRqFQ4JFfdHF5JEBnn57dG7w4nWFCSTV1NS7WtQaJZi3ctq2EUCjK00cTFNBQSM/xxfvKsVmtCILArWvCHD4fR7Dr2bi0mo5hFS8cXSjfswkiX/niWgDGp0Kc7zmCQp1GaVxLk95PLJbga49HMKlUfOz2GlRaOye70wycipPJmchlRWqLlNy9ay2JXJbp+Tw7ay+QooQ7Vq5HIeT44ZOn6B1JYzEbufeWVlpqF/qYXjw4RCaTRq82MZdycPHiRc4NwMx8lqYaK1+81wFsoFAoLNI4q9VqRkdHsdvtuN1uVq5ciVarRZZlUqkUgUCA7u5ukskkL774Ih6Ph0OHDnHkyBGMRiOxWGyRivrfi3/r/vju+fb3Yn/8vXM4ftPh5oMiNVegUqlQKt51PpRqcqLE3NwcmUyGNWvW8MRFKBRkxFyaREJmZmYGWZYXezWKi4vRmXx894UoybRENmui1J3F5LBy66okj788wTtnxlGotNx242r657wkUmmmB48jJke4ZYOTdQ/eTCKnZyKco1BIMTE5xK61rRg0YU6fmeet07MkU1lMdh/l5dV8/kNV/MtT0zw2VaDOm2RHUxKj0UwwGGRoLA0FkAtxdmxdxZOHMvSOppGzcywrm2VtexVer5uLfbM8+tIQYr5AbcMyPlmnZmRijoLkQa0xgQwem4J17RW8fCTI8V4LCqUGjS2JXvJjFy5x4qyKSCyDLBgIply8fCZKQZJJikqMCgN3bzNwZLSSuXiI4bExtHoTYibGx25v5eSollACBIWATqOgqdbDrTuLcDs08K6atlqt5o/vW4qSNONDXbTac5SZiok7Ldy1/WaOdRe4MBmiUBAQUhf50LY8Rq2R6elpnOosgsWFV6fgo/du48WjcU4dySBIdjYtzdBQW0pNhcyhE4O8dcJPXpRoaFnNgzfB012gUC1kOBQK+P99Zi3FHhM/f6GLI2fm0et13LhZptw2zaVLs6TTWTY1u5iYl9izvppin4UfPXOR3iE/FSVm1jWO4nTaCAQCvHRwiERaJJHJsWf7Mjz2PE/v60Ol1PDQrS4ElZn6ai95scChiwoyoo+TlwM010lEIiP0j6cZHg+TSSXxVa6i2GNDpc/z06e6AFjeFGRlvcTsTJjRTJa2UiuTETve6ipu31FH58Vhvvv0OMU+O3dtBZ/HjNeeZmRkAp/PR1FREZIkEQ6HmZ2dXeRKz2azOJ1OPJ6FhkBZlslkMnzlK18hmUzyta99jdHRUT73uc99oMDfb8NvitwYDAbWrFnDkiVL6OzsBPgM743c/BOwDPi/ZVnOAMhX+IthI/ApoEEQhG7gv8iyPPo7/ZLXcR2/hxAE4ZolVVfvnf8W56NQKHDmzBlcLhf5/ALBSiwWY3Z2drHc8koj7ZWshtVq5dk3R7jQN8SlwQiZZIzxZA2BMKQTSaz6HFUlDrauKefSZSOXJnTEUhL/9LNh9qwUaaivWNAgWuoik5lnbNLP7dsqeOOCmfHZFNl0ATE6w9o127k8KXFpUkFwagSFQo3KXEWJx0BX7xgdIwYqvXbqKzKkC2YeutlMV4+RVw8PIxWmOV3Vxt1rTcwGMgxMJPj4DgsnOmZxr2qkvsrJKwf7Od4ZRKfXsbbNx/0312IwGDDoJILxKJcGw+zY7CGdTvPY8x2M+iXKy4ookXJ4fGbu2GrisRdVjE2FmA7IrGz1sH1FlvHxCTJJI7vaE2h0RirL2xBFkW8+OUNKMvB2Z5x7NxmxGhVIBVjZ4iGV7CeWMbJpWRGT0/M8/loHMhoqyz18fG8Vp/pg/7lZ5ufV5PNZRIUTMRfj5KkZjl6S8HmsrKwu0H5bPQqFgsGpHOmLQVLZAmphgbp1aFpkYDzDikYDy+pLcXtKKPMoeW5fF6e74ygUCtasbOWB7Sb0ei0um5ttkWEGplWsqLMQDAT45YsdjM2rcbssPLCnhiLXQh9GopBkMhAjGg3StkRFb28vXUMiKVGH1WojEAxSUWykvbmMf30pRCKjJpjIsrJBxemJMkJJmUgkjF46y/17NmIzOBifTfD6ORGUGjSikv/roxYkWc3geAS1WofZBFa7F7KTHD2Z4s1TKfRGOw0NXrJZifu3q5DFap5/5xKhSBqzScfAwAB2+0LZVTAYpLW1FY1GQzqdJplMkk6n6erqWiQMMpvNvxJ6TiTYt28fjz32GHq9ns9//vP82Z/9Ga2trdcs//9t+Pfsj8ePHwcI8nuwP/7eORy/Ce+vO70WY5VS+JXDIYoSY2NjWCyWhXSXLJGMzCAXRGRZRV1dHaFQiL6+PgRBwOFwEMo4QaEml41h06X48mduYGpmjo7uKeq8MYwbPJisRexcZ6P7uQIKlRkEBeL/n733DrOrvs79P3uf3vv03jSaplHvDUmo0MEUY4PBxHZcSBzHsW9yb+zkJrGvQ+I4Mdi4YpveBUiAkFBBBfU2RdN7P723ffb+/XGkiZ04uQnJ87shD+/z6Jl55sw5c2a0v2vt9a613lcWWFghMjjYi0ajps0jM6Fz8fHNa2lZUMyPd/sZ94Ja0HHr5iixlMyqqjHOdalJp1OkMyqWtFSxoNrGGwd7CXRM01KcYHOLBaezkmA0x5XBEJlMlpi3l7YdS8kqan7w0iRidg6HRY2ssrNzXQEpJcfu0xkMNgFBAEEUkXMpuq/0oJEyeGwlxGQHkbiXybErvKgsw6BT01Qdx68sJp7MMTvjJTLXSUHVKpw2hQWNizgxacRk1TDa+Rofv6GZpYvqKCxw0j2bwR9VIwgalrZVc/N1Rcz5eojMZtlSo8afKeO+9TdTWergiRfPcrorgNvl4fqVEoXmEENDGUhIlDrNhCMJPnnzYsqKbfzi9VGmvWHqitKsaUzgdFaSSqUYn44jimqS4WnWLG9kaFbFd55LIWcMOO0atHoPd29z4I+Bwj/KLAvA3NQAo8MKaiVFQ00hWpOLnWtLmZo18ne/uIjRZGbRggwraxNk0zn6+33MeBNksgpGi4slS0rZcyzAqe40RrWF2zdqqa0uoahAzS9eOMXp7igIWrzSOu5dH+b0uS5SqSyf3OQkI6godlVht+n5h+dGmI0WofcUsaV5GkhTaepmbjrGjvW19E/EuHNnPRaTmkd+fJhQ0kpVSZzVjWFcLic+n48fPXsSUecmPqanvHoZCyze+c6GTqcjEAhgs9lwu900NjZit9uJRCJ4vV5GR0dRqVT09fVRV1fHt7/9bb7yla9w5513MjMzQ2dnJx8U/5S5uemmm+ju7katVpNKpUilUtx9990UFBRw4MAB+OfMzRiQBE7+FuZmFHgJqCQfeC8Cj3zgN/sRPsJ/Q/zTIuPX/aeukRCJRIIVK/KjPqOjo0xOTjIzM4PBYCCXy9HY2DjvSTU6Okoqq0bROLn1ugq2rSkjkcxR5Nbz6OsyBrMV38Q5yspy3Li+ELfbQGNNHUsnYrx7coLlC3WUFbl55o0eBiYSFBdYWdOs5vo7m9BqtSxJpEgkNcwmY+zcVE2H14DeZCQUPksuHaCiqoK1yxysadHx+CvTzEXVzPpDbG5WU1Fm5vCZGYxaEa06R07lYFWrk4Ss5Y2TaRRRy6FT3Xz6pkJcrgJElQq90YrVmsBkLaJ9gZlL3cPsPRbFatbSWiPy+dsbMBqNJFJZ5o5dIRCK4LAa2NCqI50L8vTeOEubXNQU5TDZy1i0wMXZTh8n+hQQBGocEluWi3gDUZw2M/dt03O6c5rFLRWYdRLPvNFJ91Aci8XMzvWVFNjc/OCNMFJaIJ5Mo9EbMVgLee+8j/PDFlJpE6HZTr7x8DqyORP9Y0EOnZnCF5LwRdVo9QU4R0fpn1SoKLazo81LSWkVLudGZr0Rnn8zQVbR0zXg59M3Oiks1DA2m0FU69Fqopjs5TRXq+nsGeXlg34EQaB9oYv7b6xBFEVSqQx9o13IoglJ00Lf4DSjI0lOdEoUOrXcts5DRVkLAO8c7eH9S7PkcgpVdS18+tYMqLz0jWnZuMCLw12CwdCEijQnR7KoDYWQG6a+0oVeb+KXB6JkMxo00jBlBSUsrTfR1z/ImxfsJCUdSsrMF+6ppaTIDsCffXcP0ZSarGDGXljNzcsmeOvoBIlEip1rCljSWokoCvMGln6/H4PBgM/nmy+mr3U2stns/PUei8UAGBkZQavVcvr0ac6ePYvVauXMmTO/oRD378G/Nz8ePHgQ4DE+BPnxv1XB8S9ph//647/e4cjJCkuXLuXixYskEgkSIS+5rJRXsMpm84yG0UhZWRnpdJqDJ8dwmYPc1JZDUVmor17LrC/Gd356gawkUljWxMMfsxKLBLh06RIo7YAWQaVCrRKI5dy8eFqDoGRYVB5l/YIgiqQwMpZDlLNoRZG64hw3bVtOz0iMF96bw22Y5fq2HG6XE6dd5qW9F3n39AyyIhJoXcPnl6rpHZzi9fM2ELVIUoQlzU4W1pfw3RcizEUhHYuysdVAU42RRKSDQExNa5nAYKwKAAGBUFzDU0dsmNU+WusTXJ7RYrKXkhuIoyFNLpti+4YmXnjfBJIK5Dg6VYrP7pBwu2vIIIOSQEGDyWSiva2GzhGFH78xjknlY32zFXWjh7XtzYxMBPjFnl5kWaCtuZZ1C+fo7le41D3JqYujSBhRmauorLLjC7j5+YEQJnWO1vJJrmuxolNn6B32MjKTI5WzoTIq1Na66OqZYP+JaZZW5CheUYDZ3IrLaWXvuSSCKBILe1nbbGJFq40DR/tBiqAvWEhWARQZQRR4t8uJL2ZER4idi2MoYowfvDiMb3aCWDKLJKpwFVbR3Czy/edGSKaz1JapuWurE6fTSDqdpncsiYKGcCRKfU0tsUSa7z49wsyUTDIawFlcj81mJZGJ8szbM0iyQEV1IXev93HqkkDHYIKaYoXqEiM6jcj2Ncu50j/Jj17owWZ3sqguyY6lEI/6OHB4iJHJGKhyBIvbaGoSOHepnyMXY0iCiYR/nKqmZrQaNX6/n9LSUoqKiubHH8bGxigoKECv16PX6+dZSsjvdJw4cYJHHnmEdDrN6dOnKSsrY/Xq1f9MIe7fit/G3Jw7dw5gvvVsNBqJxWI8/vjjVFVVwT9nbpLk2ZvAr730PHMDdAFngBjw9LVvEARBUBRFEQRBqyhK5gP9Ah/hI/w3wD8tOK4ttKpUKmZmZvD7/RiNRux2+2+MUF1jf7VaLSaTaV5kort/mmff6CAnT7L/fAt3r42hNTiY9kr87i4jh88OU2/2cP2GBs5eHud7Tw1gMOhoa7By4zoXhYWFRGIpElkNsixiMNlxO2RePzjMwIyeMrdEe0mY5i31WCwWMheznO6NI6NhSVMhi5vdHOmMcuTsDNUFSRa1ZqirrsDpqOGHr8zhi2mR0hk2LnWzcnENdruAKNpIZ3yc65zixusrSKWz/MOLXtKyDl0uzkO3lM0rAE14Qa1OEI5lKHI76O/v50yfCrfDwKZFImU7mygsLECScnzvuUliWRND01FuXqHGqJN47u0pWmq13Lh4BkXtor1xAZeuTPLsmxfJ5XLUV3v4xK5yrFZTXiFM0aLRpLG7Kyi0S7xxUY1GrSEyN0GZK8cN2xfQXGtl0mekfyaGlBVYWG1kcGiagz0lpDJq4hkztWVpqmvLuGGtk1+8eJqLfVEEQaSlpZVbi9OEwhrcTjO3rZxh1Gdg8YIKkNM8/soc0awZJWvnoTvc1FcXI4oiQxMiRe4E4ZhCXamWzs5O3u+WiSYV2lsqkWWRJe0G2uvq+O4vzjIyEWYmYKfQFUJQMrzXKWJQq1ne7CCaMXH3Dg+BwAw/eraTVDqHu6Ccz94GNrMGQdBzy7JJOgYnEAsctFS52Xc5i0prIpMIEAvPcv/nViEIAllJpnN8igl/ErM2gG8uzfTMDEcvp9CbCwnEZgHYvlxDMmanfzKJLNiR+2YpL5qbHymLx+O0tbUhCALhcJiZmZn5sUKPx4PD4aC4uJji4mJkWaa/v5/HHnuMI0eOsGTJEp577jnuuusuVq1a9YHO5QfJj4899hgvv/zyP/AhyI8fuoLj/zZS9U+Zmn/6uEi+IBFVWhRZQRRFMpkMY2NjIFsBAUFUk4iH6e7uxuVy4XQ6efTpi/QMBtDpTdx+wzJai+MMDY1w6co0sWgQg7UUR0E1NqvEL14bYmwyREmDAiKIQr4Qmp6ewq7LISsCu66rR6NW8/jLk+QyERaWpllZJ+JwOAhHorzxnp9A3EgyleXuG6rIpJO8d3YSJRfFZdOAzsMt6/T0jXr50UsDlDY2Y9BaGb/yNhGjnYsXL7KsRGLMUsKIt4qTQxE6RwP4fQEsNhsbFjsZTchIsgpBFJAlCTUpljVaKaus4vIM8+Nom1qiLKwvw2xU4TZFCESNIGjYtXUpdrud14/6iUd62VQloDGWsuDGW7FZDDx5KEEqp+Cfi9Bep8ZpStPRMcvFvjAatUBO5WI2qufNcxK+iBpRY8ZsC7B8oY7SoiBGMcfF7iBqQUcmI7FxdRsqMceze3qxmRRuX6XG5dbjdrmIxjI88fpY/oZ/qoyH7zIyPunllQPDLCzOsKa+gkyujhWtbvacSNLvjaLIDkrsMqIm3+GQZYViSxS1SkVtkZaVK9r57ksZfOEw6ZyT+pIxVi2x0Fod53RHhFBcJCWZsVjNFBZaefv9IIPj01QXprl7UzE2a2t+D+OlWYJJK6KxjMYFKlQ6A63Ocxx930sqGUFjcOIpKqesQuD590MkshJTlwfZvmSQigIHo6NZfvVKB7GkCrQCGnsDxaUZ/uElLzmpDIdLIJdNs7ElSzKZ45m3xkimwGSvAtEAShZd8hxp7T92Aa1WK1arlSVLlqDX6/H5fHR3dyNJEi6Xi3A4TENDA/v27eOP//iPueuuuzh06BD9/f2sXr36A59fo9HIZz7zmd9gbjQaDZIkYTQa+dSnPsXx48f5whe+ML87BfTzj8yNHjADe67Gg3+JuVkFvK0oytS1n301mBqAPxYEwQi8qSjKwQ/8y3yEj/BfEP+3narfJqYiSdK8O7IoiixfvpzTp0+TTqcZHBwkHA5TVFSE251fTJ6eniaZTDIYKKFrREHJhslmE2iNRVSWFaEyRHlyfxwJAX1uiJvXqKldnFdxiqV1mM16BLWVlno7M94gP989isNmpL1Oza0byqmsrCCdVXj7wixJCSZmvDSVqhkanWBkVsOGpcUU6cfR6MzUVF3HnpMZEukEsWiS3uAAq5pamA0qTPpCfGqng33HxnDbRZY0NXD03BTvnrqMxaRnTauBT93SgMFgIBSVqC7x0z8WoqVKJplM8tr+Tsb9RhrKZO66zkRDQ94/5Nj5OboHryBLOdYtcWCzRBiazuJxmrlnk8jEjJdFLbUI5Hj0lTCxtJbOQR9b28FdZOfvXwxgVEnUV1oIJ0Ru2FCCz+fj0afOk5atVJSY+OYXGjCZzIiiQIs/xuVBMJn0bF3tRElO8POXRigpcrO6JsDCBfUMTK4glZZQaYyo5AzZ2AjbdrVS4BEYn0tQUGDHOBbB7Kjg+pUWBscmeGF/F4qs0NxQzCdu8GAwGABY2zrLuZ4AJQ4JjaDmjUODdEzY0AoJ1iy0sWFlfpR2cibG5JFOIuEkdksBa5tFEvFxXjukY32rgV3rStEbbZR6NOw+4qd/SkSWjTQVxbjn+iLePh3D709iMmoQVWoWt5STTQd4/Ol+BibiOB0W7rulmerS/HjWFiHGgdNeQiaBjctq6ezs5GyvTCAq01Rt5u576xCEUmRZ5tGnLjI0FkSrN3PH9Y3UlZsZnfGiJcant+swW20Y9TaCwSADAwMkEgk8Hg/pdBqz2UxxcTEbNmxAq9USDAbxer309fVhNBrRaDRYLBYmJycZHx+f323au3cvoVDoAxvffpD86Pf7Ae7nQ5AfP3QFx7+Gf8rU/FOpv2QyCUo+GIsqDbKiEAgE8Pl8mM1mRNHCtYJDFDVUVVXzzIEoc3NXMKllyoqtlFc1snmxkTff8/L6gXGMRgMP3L2JOW+Q2qLzXLykQsqk0ekNGPUaEhkQRBWZrMLweJjr21VoNBoiQT8dwzAbVJBlM9dXlNJYbeHJt2ZIRodoK41TVuShuLgAvU7Nd37SzfRcGJPFzuc/vhiDEMQ/20X/WAyzIW9YIQoqEFUMzmrwn/BQ4U7gcptA6yKb9dM70IXe6EZrc2NyVqCaUyFlQKNRo1PJ3L0+gcvlIkMCIRdHltWUlxSwYc0S+kYivPLeKMXWIHcsdqFeVUpDtZt9ZxJ0jRuR5TJiyQk+tiXD8GAvgiCwoiyHN1WBu62Wpjo3w+NeXtg3RIHbxY0bjZydqCEejzMxFyQV7KKgYhHb1pewaVUth9/v5ek3J2ksz7F6oYTT6cKgV/HXjx9hdCaHSmMgolrDDYVBzlzsR5Di3LnVxfCclh3r63HbVfz0rRyJjIOBGR+3rfFh0Eh0d89hU1IsrinGF0igNWhJSQAysiJwvsfLfdsl7HY7gUAAPXGMJg8k+vj8p64jnUzwzNuT2PUJ7lpnwuUy4XY7mfJluTyqQcoV0jk0zNp2maGhYXrHk6ypVaFqqySVcbKqtYGOnkkef64Lrd7IhnUrsaj9NNf009+XZUGRhemog/IqCzu2NfPGUR/vd0vonY0sKp7B5TCyuTnBsQt+REFFIgsrGh1ct6KI5w+F2Xs0SWFhAQZ1mvbWatYtaqGzu4/Cq+xMMBikp6cHgOrqaoqKijAYDPMqVJIk4ff7+Yu/+AuOHTtGTU0NZrOZbDbLrl27/kPn87333uPcuXNs3LiR+vp6zp07h6Iov8HctLW10dLSQjabJZfLIYoif/AHf2DgH5mbIPACMHz1ZX8bc5MAqoAHrp7/eeYGqAYMVx8/IAjCu4qibPsP/WIf4SN8SHBtv+O3jVRdc0qurKxErVaTTqe5cuUK6XSaVCpFIpH4DWUeWZbZ/4qMJIfwT/aydWURdbVVVJVKqFUmVjVn6Oj1snm5AbvdxM9e7GAulKOh0sodG00sWFCHVqvljcNZghE/gVic+nI7E7NJXjg2g0ZIs7AsxcbGHAsWLEKlUvG/f3ieQCDI8Quz3LnJTLHZzoFTc2xqtVPliNMznOOmzVu52Jdk39ksiGrExEUevLmMkpISRFHE5UxT6E6gVYs0Vjvo7B7kSJcel1WgtiDGzjursVqtpDMSb56fIZLSkR0OUGjJ0jswxuicluXNZj61046nsJLiQhunLvnYdx4QJEqMPnatK+KXb8cJhYLUFElkJKgv01Nb5ubJwyLJjMicb4baohT33LCJFw+FSMUy+EISgjpFQmxiZGSQ3tE4czEHdSUKd68zU1q6EkEQ+LufHmRkOsPl3hC1C1qYSyY40ysgA1LwCHdsX8jCO28lk0nytz87SSAKRouT23YsYfECK1qtFpVQQENlhHBCw8YldkZHR3ntvSDJjEBlsZnP3LaArlGBfecn0Khk1CSQ0jGMqhy9vb2c7snidpi56zobdXVL0es0zPlCPPHERZLJDHZnMfftyOGy5PCHBdY2ydS4I6j0LqqKqnj3gkT/hEJWMqPKZfiL39uAJIvIchEa3Rwmkx6Hs5BUZJwjw0kOX8rgsGrYub6K+ionABMzIfrf7SYWS6HR6qkbGEAWDPSOS6xqUnPnjqXk0OK2ijy/5wLnrkQBgbZFi7nnuixarSlvxOz10tLSMm/cNz4+zoIFC+aLh2v/FEUhHo9z5MgR/vf//t9MTU3x0EMPMTExQXt7Ow8//PAHPpsfND9+9atfhQ9JfvxvV3D8uuzfrwfU2dlZhoaG0Krzc4SCqCaTijE3N0dJSQkzMzPIsgRoEVVqspkcBy6qGZkTSSWsJLIzfPHeVgKBGTo6JolGshQX2igtKWbzijL6x508vc+PTkywqs2Cy5zj/fEMiYwWQVTll5J1Ltrbqxga9fLa8RgzYR0GMczaVi01pR72nY7TO6FCkuzYLBqWF7t59mCSSGiUYpeMzepBY6nhyFkvspzh/OVZbFYz9920gDc68n8DQRDRiinM+iw71hYx7HfQ79VgsTiZzibZttKByZyhoSDA8LiagZgRrc7E5+7YQkWJlWf2zZJLdbKhSsbtLqSibCuiWsurJ3KkMh4mvBJtjUZUcpgLF8ZxInFdi5tIUs3tW5cRT2b50cvjJNMyLQ3FNJYHeKfDw8HOJMHpYZRclozgAVMpgkqLxmBGTl3CrEtw3+YMx3vM/PjFbi5eHiIrqwhklrG03Uws7GXvwQ4SqQyJWJCimtW01WroG43zzJtTgMCyJZVsbI4xM97J7ITAqlqRuUQR1R4Tq5eUcez0EC+/OUpRgYvljUGammVO+PMjdoosIwC71pXR0lLNkZM9dA4FaalSqChO43QuxKDTsPvdIGNBN6OKTEmJjNWa5sTJDlRCige2FDIb1bK0cTEajYpf7VeIS0VcHo9w47JJjNocvb1+3jw4TDojIeqceArL2bWigkd+fIxkzkR9ucDWhXljSb/fz/h0GK3KQCYZ4xN3tjMxl+Y7z0YQpDSNJTG2rKnA7SxnZDrBbFghq6hI+gb5/F11xOMjXLyYZ2tcLtf8wllpaSkWiwVFURgeHiYej2O32/F4PJjNZux2O/F4nD/5kz9h+fLl7N27l/Hxcb785S9/4LN5rVV86NAhvv71r2O1WueX1P815qa+vh7ACxQBRvLB8BygEwShgd/O3MwACUVRjsJvMjdXX+NNIA6sBw7mz42gVhTlt+ttf4SP8N8E1+Rwf323UZIkZmdnWbhwIel0GlmW5xXqDAYDKpWK4uLiefNbu92O3W7HZDJxz8Yc73dqKGhpo73RxWtHI7x0PIyaGG3FM9y3sw632834TIRAVCAczZCWRNRqNfuP9uGNGVjVYqLSaaWkpBy328GLh2IkMgkS4RAWwU9VUQW/eiuAWkhy9/ZyunpVrFxchcth4AevhohnNLx3cZwNCwLsXN+ETqejuUaNNxyid3CKG7cWIUkSj7/QRyytpcqT4q4tDqqqqhAEgd5pL0kpzZhPoaFYxdjYGAPTItXlBdy4LIFGI1NV1YAk5fjbp2dIY+R0X4jbVmnRaXIkkhmWtzrJpvrxx9TsWNfInpM5ArEsqZTAqbMd/OmXrsN2VcVpdWOUM1fAgpqtq6vZfRKknIp4PIFBHWfRojpu3mxgcrqAd08eQ6OPMRWswW5O0j3h5/JgipmAmnhkkqKadZhsxQQTUXRmE8HpLgxCkooiAyoVWCwWZrx+VBoLzuJmdJoYe945z8nuNDarmS2rS1nZVoggCAyMaElmQoRjGVRaC2cuDXFsoJJUykxg8iL33VjF0kV5j5fHfvkeA+MpUOmoa1yMwz5HKmfAYtKybbmNMZ+G9SvqcZvjPPb0Oaa8WYwmC7ddv5D2ejMnO6MsrhVRMn4CMQ2bNtXS2T3AvotW0rIWnazjz764CI0mf4t6YU8P0ViURFJgYnIGlRzi0mAOtajw6ZtL8HiKsZq1hCNR/vrnl4lGE5gsDj59c4LyEh3xdP4+UKPKobOU0l6vZmZmhlgshiRJlJeXo9PpMBqNuN1u6urqkCQJr9fL2NgYoijidrvnr32Hw4FarebIkSN0dHTwyCOP8Mgjj8z7vvx78R/Jjx6Ph5mZGfgQ5McPXcHxr7WL/6m2+LU2cTqdZmxsjOXLl3NiLI4s58gkA+SkFLlcDoPBQE1NDfouNRnpqkdHJku1tR91o4Mpr8xd2zax+70wvcMqFNFMjTvC3VuMpNNBxsbgXHeOXE5AEUTWLGskLYm81SOAAIKgRiXAjWuMjE74+NsnTuGuvp6sHCUQlHj1wAiHOg2YVF6ub1HTNVdN15SWrmfnyCl6cjkrqegcDS1L6J+CRFxPaLKTqspS6qsLaGsqZ09n3gtPrVJT4lSxfUkIURLwGGTErEQ2p7Bj0yLuvHEZVwam2PveDFXuGIuWmLE5Kij0ONhzPEb/tJ5crgi7LU5DnYHznSOQjbGtSSCYLaO1tpyKEjtPvd7FsbNePG4HO9er8ZgD9PTEGRhPkJMVcrKa2tpSJLUFrUkkFxkmGhhiQX015cU5llaFGRnPMZ6wotLo+MQNGzg5VsjQXIREwkIqk0SrM9La4MRiUvjrnwwQDGdwuMp4+NMrSMR9qGIXGR6JYrfqkNUONiwroNzt5s+/f5SsYqCxtoBltZPodDomJiZ4ef8VYkk1gZSZoopqKlxJDs3ICCpQUNCoIZSy8svX+jh7eYJMJoc3voCHF7oJhgK8d3qABUUCa9sMZBUDDVUOTp4f5tn9XgAWtZWyYeEcPT0TAKxtNDAR1lLi0rJmRSunO3y8cDCJxVDHTRvCqDU6llZ5ef61QYanEihksBeupK5Oy5kLA5zry9BaI7BrhQqHoxqz2cCr78XIKVoSsSyCIBOPRnn+3TihUIjFtVrcnmKaqtdjs+jo7+/Hbrej0+kYGhoik8lgt9upqamhoKAAURTnZ1FDoRCTk5Pcf//9QF4C84477qCkpOQDz6PCPy7ArV+/ns985jN84QtfYNeuXRw/fnyeEDAajdx666089thjnDp1ihMnTswzNxcuXACwAVPAhasv+0PgPiAElPHPmZs48PWr8UK8qtDxG8wN0AO4gL+/+pq5X1uwWwvoPhq3+ggfRvxblRwBgsEgvb29WCyWebOyyclJVCoVgiCQSqUwmUzzinWSJNE/4uOJF0KgBFlYmmD72hLM5vzNu9OeYzYYh9QUzfWFDAxP8NSeYRprC7ltkwmj3k1VVQWRuMTLJ2fJCUZ8R+fYsiiHPxhgLpTjtvV2FnimSEsWlra18cyBBOO+JNmUxPTYRe67tYUCjxmNRsMt6ywcOjNHSVmc9pZqjp6d4OygEbsxzeLqOF+6pxG9Xo83mCKLj0RWRBTTxONx3nmvF29Mz9IGNSUrQtTV1aHXl/PU692cujSJ6vQsi5tL2bRY4d1TXsxGgU9t13KqY4o1S6ow6uGnL15geDKN1Wpn+5pCdm0oRKvVsnVpFqQYI5Np7v7YYmZn53jqbR+xlAaPOcI9m4rwePJxtXo6QU/KAChsXFZGVVmG904PEE/myKbjqEQwWEuYjQTpmoBUWouUzQEKaiFLwD/DPZvU9A0ME3EY2LJiE9PTXv76Z+eRBRPNTe1Ul6pZUCdQX+bmnfd6SWWy6HCQzmS5cOkyhy+kcTrs7FrtoK2lFr1OTSAqc3okiWL0oCGCTpVh7/EQF/rTJGNOYrFO3CWtNNWYGZ6c5qV3upARqa5t5NO7LFgsGgTBQTIloSg57AV1WLRRfvlmnDGfDmSJKnuEz96xlFl/CqtDwD00y0wwQYktTk/PFZJZLRf6Jco9Of78S0tRqXXotCoOHB/i0KlRUGAmVMHN60Ik00bkHNy8zsxcrITaCjd2S4qndl+iYyCKwaDn5h0rWdNqRaNRE4upGRwcpKqqikQiQXd3N3q9nsWLFyOK4vzYcW1tLel0Gq/Xy+OPP85TTz1FJpPhkUceYcGCBbS0tPDxj3/8A5/XX18S/yD58eoY3IciP37oCo5/Db+tTdzZ2Yksy/O29ILiJR4cQ5HzsoHnzl3A7XbicrlQiQUACCo1qYzM22dz7Fqdo8wa4/E9WUIRgUzOQHS2hwd3raK+0sZrB3o50ZOgrjDBHStFbDYb6VScV4+mSGcL0GhBFFUoQP9olEhwGp0G1FojWr2N2ZH3QZYwyBr8U5OsXryKUNYNjDMzfoUF1W6cxcV86qYtPH9Mj0avRoxOkkuHuGl1NaIYYWpqimKDyETQQnGRh9//nTUgCDy5Zwyjqp/rGmRcTicuVx2jk35+8HQH6axCX1kjX7qziFjEz6v7uih1JLljtQcJM6vbF3ChJ8be8y7AQ43bx6ZFMQJzsySjBiam/BiMBpwFZaxoK+bMFRcvvBdBr1KzqjlHbakBlyuIP5FFyMogmtm4qomH7l7BkfNBfvDSFEXWMHcudfCebSEvHkuTTQ2hMTjJpiIsby3mlutq6Ojv5e2DEaxGgUxWR0tLIyvaDDz3xhQvnPPhcnvYsd6JXRdkeHCAd/ZP4AslUWu1ZDQVtLdreOPgEBcOTrBmUTEqlYzHraLKneSxp8+jqWxHrQIUGVkRuTisJZN1IWd7aG6o4MatlXhcKh59pofp2QAGo5kv3CUx6/fxzIEYUjKI3WokJxjZtLyU+lL4i8eOE0+L1FQYWb1gGjRmXt7XTziWwKS3I8sC2ze1MRvI8IM3QghyEQtrVej1Bm7fLOL3R3l6Tz9ZWctksJ77i5zMjQR558wcdn2UT2wqArGM5job+8/EmYsmkWQtJy5c5r5dOcZHZUZlGavVSkVFBYIgUFRURC6XQxAE0uk0p06dwmw24/F45veULBYLLS0t1NTUUFhYyCc/+Unuu+8+HnzwwQ90Hq+xNkeOHOFrX/saq1atYufOnZw4cQK1Wo1Op5tnbnbs2MHWrVv50pe+xJe//GU2b96Mx+NhdnYWRVGuMTd/AfyMfLfjPiBKfmb1r4G15JkbA2ACnoG8HKAgCEXkmZ19V5+zkTyTsxvICIKguupmrgj5u7XPAw2CIJQBz5KXDvxgNrEf4SP8F8Kv58hMJkNvby+tra0MDg4iyzKTk5P4/f75fY2RkRFUKtX8crhOp0OtMVPsDBOKSSxrcTA7O8svX+1Fo9WxeIGJyvYEDQ3L0Gq1/PC518gqRrwxCwvqCigwx3ju6CwGdZwtbQq5bIiVSxcQCCf53q8uE48P4XR5uH2DhvqqfD6+a7ORg6diTE7HuGvHGqZnw3znyUkEAWo9EW5a46G4uBqArCAjqtJkcwoep4nLnT2c6ZVZUFvA5qYgpaUluFwLCUWz7D49R040MDE7yw3LFWZnveRUFm7bUo1GTKIzFnDTxhL2HA9xYVABWcGs9PHArY04HPnOTzAioaBg9dThcaQ4dKyDox1pilwm2ut13PbJ+vyERSCDzBzJrIJWlWN6epp3z2cZm8vhMcXZ0SJzzt7CqfE4x/sDBGf7EVVaiqqWIeUUclKKc0MaYnPn2LSqnlRJIRe6c6CxEkvCj3YHWd2Q5aZNDahUKl470EUk5MNoM5NQ11FT0Mep0x28+rZIWZGFj21vQGswU1Zg4Ls/HWZsNsOUN0dGWIDTNsJMUI3NZmHLgikKi8tx3XEr2WyGfa9LSLJEMurj9usXojIVc7YrQCSYJZ1OYHcVozZV4vX18diz3YSiEqVFBfzBg/WoNBosRjWRTIhoPEYy5qO9VseB40O8329BVsAsz/A/P70cQagkl8vxVz86g88fZWjSTqF7msoSOz0+gaoigU/fWkU0Y2d5k5nBkSme2N1BRoKS0hq+dGcBJpMJsKDTjeOwmzBaCii0RLhyZQKtVksikaChoWFeTUoURUpLS0kkEnR1dc3vM3o8HqxWK2VlZVx//fW88cYbPPzwwxw7dozvfve7HD9+/Dc6hv8e/PqS+B/90R9RVVXF8PDwvys/Xh25KuFDkB8/lAXHv6Qz/uvBVFEURkdHqaysvOoinZ+9iwfGkXPFqNV5p82qmga0ahmv10s2awbMiIIaBYUCt4emhiIGxuxkcWKwykwNPIfHmsWojvHyW8MceH8GQWdnPFDMtmVa1GmJka4ZGt1BcqKd2ZgJQVQjKwq/2N2PqBJ54PblHB0QyeZAEFToVEkWlMpsvGEtRrOHY4NqDJZiUnEfTVVFlBVEOX2xn2q7lZlpFRoVfPkz22hdUMy+Y+McvjDDwnKJJRU6nM4aZDnLS+/6GfSaQdaxqNmI1S7wq30RMrEZrBYN8ZTI6iVl2CwqfvyaSCpXzsWxAA9s05DN+Ll4cYZUBhYWG4mlNdx3Yx0ajYq/+dlJYqkMzXXF7FgVR6+PEPCr6R6IoRHUSOkkW9a3oVHDU3sn0DHNtkYBt8fNbKSOnpE4Ry5mSEsuwhMxtq1x4I17UKunmJnpYdlCC81LFrJxWQsX+1O816MGsQirfozPbdGTTvcyMGDirUOXsNkLUZtrSamdDEZinOuJoShWqko7KSww01oxS/+wimMXZggEo1ht5Xz+zjqmZry8+NYVVjdpuZxRIV+9XgC0piIS3l7KCvXcvtlN0NfJmakMN601MR4sorLEQmO9k7cvZ8jIIdIpKDSFuX6NGa00yhvvzOAPp0lLIoquiOYWC3/9bIR4UiIdS7Nh4QQr2muAHO9fDqAoGuKJLMvqbaxqdXPozATTsyHUGhXxcIjS8moaq0W++1yGWFZPIJyisG+ChnIdly6BTUmzc3kNveMCt6xfh9NmpK+vD0VRyGazXLp0CYvFgtPppLKyct5VXFEUotEoXq+X06dP88gjj2AymVi8eDF//dd/jSAI12ZDPxB+G2sDsHv3biRJml+Cu+222/j+97/PX/3VX/Haa6/x5S9/mbvuuot0Oo3BYKCkpITJyck9V1/2h8Bd5JmcxeRHrS4AGfIt4xwQAZ4nHzgRBOGrwJeufr0AkAAnefbmjqvPEX/trXuA/wOUk28x36Uoyh9+4D/ER/gI/4VwrfPf29uLJEksXboUyCvS9fX1EY1GyeVyyLKM05kn4tLpNMFgkJffPMfInJamWhd3bS3EajYCcOxcjuGpKXJyDLNRoKVS5rl3pkGR0epMhLyzFNeuZfMSPa8e05POxpmbHMejldm4qoFMJoPVbGDtkhI6egPs3FhJRZHAM+/4mIsksOujXNeW5boVeYnc2aCAwxIgFJVprDITDod548gYGq2Npmo1C9cq1NbWIYoi/+dHJ5majTE6I7NmkR2DIUD/eIKW+gLu2yIxPutl9dIGwtEE3/vlZUKRBA6Hm7u2OqgscyCKIttX2ECaZNYX4c5tLcz5Q/xkTxRZEagpd3LdyhI0egM6jYGDZ7zE41Fm1DbUGjUdHZ2c61eoKnezodFHXV0dZnM53pDEW5cDJNIi4bkZWmuK8MXt6DQZZkf6KHaqKauq4+PbS3jlmMJk2ELU24uSjbBhiZvhOS1qvZUCh5rLA1HMzigtdXaOn7zIoQtpZNTIgp50KozNrKOwuJKe/ZeJROIo6kqaQjNoEnpOXVKzoNZNTgmgtxRy33Y7R05O8ebRSUCkonYRn/SkmPRqiMUz3LosRP+USOm6FoqdAs8dNZLOxpEkCZNOxKBXc+vqLHpVITpdEGIyhR4bE+ODTPgULvRlKPOIfHJHHS57Wf766UiiUceJRUM4HAlGR0fpmjAxORenrUbHgm01OJxWzDqJp/dcoas/hCiq2bZhIVuWm0FUk86KgISAFpvDze53R4hE0wxNxil0mfny/Utw2PJO37FYjIGBAZxOJyMjI4iiiNPpZOnSpbjdbgAqKirIZrMEAgHGx8f5wQ9+wOzsLL29vbz66qssWrSIT3/60/+hs/jbjP0uXbr0786P7e3t7N27dy8fgvz4oSw4/iVc29uIRqPz7pCVlZV0d3cTCATy/0n6q0vjmnxFmkhmKCh3o9YaiZ3OgSq/UK4CVtWH8fnU7D4SRdG6EAU1okqDIsArR7OYhDR1FTai2uVkUkFePThGIjSMqDJS29BCbY2e2Vi+wwGwYXkxDqeL1e2FnByBbC7vh+A0mFjTEOVST5gCh58CtY65tJXtmxZxw/XL+cGrEaZ8WeR0gMUVU7QtKcDlUNE37OP1g/2kUyl0hgY2rK1iaGSa988PU++O0F7jwmR2UlNh56d7YswEdaRTdprK4PrVRQSD3fT1wNIqmZmYm5ULHTTUu3nxXR8X+iUM6hibWhJY9AmmphSOnJthaDyCoDYSkMpYtEjPoZMDHLwwQ2NZllX1ehwONzqNwKuHvQzOWVEUIzXVIlemzRzrSKEoGYh0cMPmNhYtaMFk1CEIAjpzKXI2Rk1ZKU7dHB0dcyQSOZor7PjDMp/Y2YDTZuKHL44yE8zhLKzHO9WHsyxDjXOO96eSGHR6ov5xHvzESoa8Wl57P4YiK+hVSf74oYUUF3kQRZG//flZ0pKWC7YiGlaIeaNzRQYlx67WAeaCOrav3UEymeHRF8ZJJDI01BjYsjiKLIUZGAhQYU6jE0tIG3Q8fO9OslKOv/35eYwGLTeuM6LWaGhbkCEQDKIWBbQ6E9nAJJvXrSMSDvHCm91UFUis3l6IqCmkrNhOx0CYiyNWEN24PDq+cI+JeKyDC+cltreZ8CZLQHaxdVUJPQNT/ODZLsxWF231QZaUx4mF08xMxjCbzfNyjrIsE41GyWazDA8PMz09jcfjwe12z7eMq6qqeOONN+bPzdKlS/nBD37wnybtt2zZMs6cOcODDz7Ia6+9hlar5VOf+hRHjhxh+/btfOxjH+PHP/4xn/nMZ3j++ef5yle+AuRlAKempiCvuPEzoJH8TGkN8BNgBfDn5AOrFnAAOuAmYFgQhBnywfHnwLeALHnn1TgwAXQAKIqSu6rm8QiwjHxb+TT5wPsYfLTj8RE+PPjXRqpEUaSnpweXy4XRaESlUhGPxxkeHp6Xxp6YmCCRSOB0OrHZbOh0OoIxON+bICMlUVuqqRqeIhFPMB7QsnF5EZ+5tYCMrKV1YTWHL8QZmkuQk7K47Dpuv24RNnuEIoeGz92kZf/xGcwLC1m7vI53T07w9q9OYzDoWd+m4zN3VOFy2clkc5QUpAgnUtQWC9jtVvbuP0fvtIbGKgeraqMsbMx7YRw4MUL34BSKkiAhVbO+McKp8/0YzC4euK2Ofe8NUldfw5o2B7/a3cW5zhFE1SDrlhSxtMnBj14LopbDlBdbUanUXLeuhiKPxFO7zzM4BR63neuWmrlxYxMjM0m0eg82kw9fWKa2zMjodJgj3SDlBJR4gi/dU0VhURlmo5rvP3mW/pEg3YNxlrQWYzB5OdQZRy0kWFmTRKM1sKx1HfFkhsODoDYWksvEWL90IZU1Rfz49QAuU4oS/Thhh8zNN67nYn+co50ZJMVI7MxlvvmFZZjNVQDsOeYjEEqiN7tYt6qNWCyCXenk/BUzt28w4HA3UlFqR5Fz/OnfHSSWBJO1gK0ra2mr1fL2+z66umZIxrwUljaiMZfii4zzyrEIiqhDTMf5g09UYTKZEASB69pCHL2UJKfXsn1FC5FwhGdePYVOZ2LJQiebVlbTNZxmYkpD98gcs74I8ZSZ5pER4k4bl4dkiuwS927QUlBQhVZbQ99ohPMDaXKymYmJadYsAYdVBYKG8gI9sYQNg6WAxfUCZy+PcKDDhoCG5e31rFhUwfNHJOZSJSTDU+h1KQwmLRNj/cxdlXL2+XwsWLBgXpHrmmrj1NQUQ0NDOJ3O+X2NwsJCCgsL+d3f/V2+/OUvs2XLFh566CEaGxt56qmnPvAZ/fUc+bWvfY3KykpGR0fR6/Xz+fHUqVNs376drVu38ru/+7v/Yn780z/9U/bu3XsbH4L8+N+q4FCpVCSTSTo6OqipqSGZTKIoCqFQiHA4jM1mo6TQScckqMR8h+PS5W4EuZIfvdCByrkRvTmvKqUA/VNq1NNzrG+IcHi8gZwsIggq/MEE6pAZKRHh/pvKeeO8GbVGy0jH7rxRjKuIG9aXMObLFxparR6NRs2mpU6CwQBdXWGanDq6Jo1UlTn5/U9uZN85hXOjIZRhGW3iArddV4jV6iIQCJHO5A36spE+dl63BbVK5sCJUez6CA/daEfQulhYV8j4TJjvP9NDKi1RUd3EF2+3cPRyhmfe7qLMlWB5fSFqlY6bN69gai7Ck28PotYYWN5azMraMLFwkIHBGAF/Cp3agMeaY93KVkLRFD9/uZtCh4FbN6mZChoQhQBPvhbi/QvjZLMy/mQ7X/uEi5lZL4dPXKHKlqJ1UwGC2srCOhc/e1tBb7IQmLqATZWhzJViaLAHlUrFEo/MbLKclbeuZOu6Gi51T/Gr13opKHCzsilNS2mKgE9kZsZPMJommzNy3coqtqxaTlfvNO8c87KwUmBFnRGnsxKn08CRzgxanYXgXC+15UbMJj3dPUNEIiES8TgSKapKtyAKArKSZ/xzssiFzlGWNZrp7vYTjKSpr7AyPpth48oqWhosvPr2Rc70BKgrN7O0YhS3y0okEmbf0WGmvQmykkx7y2KWN2o5fmaIQERie4sap8uN074eo1HPE29MMBur5MqsxF2OHGatjzNnBgGZ+7aU0zeZZeuKhRgNWv7mZ+cYmohQUiiwc8UYWr3IU2/EOXv+MjlFR0YSCCiNtLSk6enpQZIkgsEgmUxmfgyioqKCgoL8eEI8Hsfr9dLR0cGVK1fo6OjA5/NRVlbGk08+iSiK8+fmg+Cfsja33HILQ0NDGAwGfvzjH6MoCnq9njvuuIMNGzbwxBNPcOjQISoqKvjLv/xLvv/97yOKIoWFhSxevBiAvXv3/hC4kXxADABbFUWZEAThm8AtQCn5edUnyLM1Xwd+j3xATAM3A6vJB2Hb1bf6E/KlpkoQhBuA3weayQfVbuBR8ozPL65+/29qbH+Ej/AhwzVjs+LiYurr6wmFQni9Xqanp8lms8iyjF6vp6WlhWQyeZXdneBcv0xzfQG/e88STnYG2LnBgUlr489/eJZ4bJaOviC3rtPhduuZng2xabGdYmuMKwN+brhuJeMzcZ7eH0fGT7HFx5YleioqatFoNJQVO6guj6ESJJa2lNA5GOPoGxl0qgy1Lh8P7iijqKiKGV+E97v6SaYVJLEIt1Whp2+YwTkjq9vsmFQeQmkzOzdUcbZjjBfe6SOXG6OkopGPrXXhcOTJl3VLy4gnUlhsbm7cVMQv94M/EiUVy6CVRvnKQxuxWCwEQ3F6R6Lk0CPra0CI8MNXffhjGpCiLHCP89B9y9HpdHQO5dBpYyRDISxikGTCxKUeL8PTGda0F2IzKRQUV3L9SjfP7I8zE0iRTSmEZqd44I52VCpw2o3cunSKo5dirLp9OfUVZp45qhCNq5ia8lHlivD5T25GEATURom+yQgz/gRLGnQMDw8zG9YwNKujvkzP+vYadCYPDZVm9hwa4J3jI4BA84IKdjgjjE/lsFvN2MxakukE1bX1LGuSeeZAnLmwGknTgN6UIpFIUmH3U+C0srhqmtG5BGuWmJienub4+WmG5/QUe4zccX0VHmc5AM/t6WRqLoGgzmG2exDPjnK810FW0hOcCvCXv7cSrVaPKCr84Kmz9I9FUKm1rF/RwHpjhFePKaSTQRZ6ItjdFSyqXUgmHefvnzjGhDffdbv3pmbqyvIyuRlJR8noNJGkjrpiiZ7BOdTaWkRBzXj3Rb73zY9hNuU7G8FgkKGhIXQ6HYODg9jtdlwuF62trVgsFiBffAQCgfluxu7du3E6nbz44os8//zztLa2AlyTov1A+G3GfpcvXyaTyZDJZNDr9dx55508/vjj/OVf/iWvvfYaX/3qV5mZmcHpdP6z/Pj5z38e4FU+BPnxQ1lw/LaRKkVRGB8fJ5lMsnHjRuLx/CLtxMQEmUwGr9dLJpNBoyoAtKjU+Q5HPGvkVA8sXlhCl++qKeDVEajd+3tRqbVs3rgctUokJ4OoUqPVZFjXGKa9oRSPx8Eb5wEhX1zs2lhDQ4WZeKSDYq2eKbWKoEnNQ79/E+XlLs70yVzsmqWmNM2WpgSiqMLrnSGbNqLTagjO9nL3jS20Nhbz9FszxCJjNBfEKW914fGsxGTU8H9+fJaRiQA6g5nfuauZQkuUvv4BRidDmAwgam2sbC/Fn1RzeTRMXCngfNd5Pn2rGUHJ0Nub4rWDE4SjGQwWBxpTKSaXyAt7/UhSDqM8yS1r8qZOsViMf/jVZSamo4yaHHz27jZGEhrGZ0KkE3rUJCitKOfu611kJYXvPdlFLCHjKazg/hvtCFkvFy+O0+rMUqAvImJz8PGdbUg5mSfemCORztJW72JJzQQqlYrJyUkef+YEqKyEMxaiqmqsxjS/OBiCXJIS0yz3bCrB6XSSzWZ4au8giXiKkblivvZAOZlkiEPHLlNtzrJ0bTHRdDFLmz2MTwX4xRtTSDmFlva1NJdHMWh66Eq3AyoURUatgofuXsvEXIrHX/WiVWVpKIxw5yYtDkOIrp453jkxhqzo0JoruH5jAeqcn6f39FNXquLhu0vIClbevZDjxIURxidmyUkSQ/4mPr1T4OkDcYanfJhUaba0RnE67CxeaOfspRF+8WYQg8FAe1Oa1vIQY6NBkqkUHpeOeNpOfU0By5aW8/jrMcamU+jcq4iMvY9Km2JlTZjh4WksFgsVFRVAvm0cCAQIhUIkEgnS6TRutxuTyYTJZKKqqorKykr2799Pd3c3V65c4eGHH+Yb3/jG/NjVvxe/zbTo/Pnz6PV6HnzwQc6dO0cikSAYDLJz505uv/12fvKTn/D666/z9a9/nenpaYaGhgCYnp7mG9/4Bp/61KcwGAwVwF8B93I12AmC8Cj5WdUE+bnUa8zNONB69bEo8EfAJfLzqH9M3uzIDDymKEr26kzqN8kH0yhQTH6WNQkIgEsQhLmri3Uf4SN8KBEMBunu7qagoGDe2DMQCMwrVl0bQb62y3UtTrz0rpehMR/dwyk2L3OxtDbH9NQU9dUe/vihZt49Mcj6ZZVYLGYefXGKaDaHVhni+kURNq2sQq1W43GaaatJMDQZZcdqNxqVzPeeOEEGOwsq9WxfrqG+vgmVSsXZgQBqMUkkEqGkUcvc3ByHz85SVV7IbdeVc6Y7xA1bi6guUvHdZyaJS0a6xqJc35KltUaDPxgFQYVBC5JgZ9WiYizWMN9/to9wNEVpgZWPbXGjM5dx7KKPtU1mTnYJBKQE9+xYzMDINPvOB1CrFNoXFiOq1KxfZaCqyMzFsRiqeJaIr4fKFg/DwyOMePUsWmBnZ+sERrMLj2cr0USO3XtCSIqZnuFRPrHVTmlJ/qb3zk169p+YIZ4SMRibGRgNsOepbkBNdbmDe3ZUoFbrEUSF1soElwdVaDNZrltVzrsnBjjZb0GnSlHh8PGpTy5CoykjLeV4+9kp4lkDs0GJm+xxjCotF3tSrG5zoFaiKNpCtq0qpGdgml/s7iIrZSkvK+QbX2jjYIeK77/kw2lKUW4Hm1Fg7c1LOdYpcXkww+XBDC6Vjy/etyJviBdN0jE4SFbOorVU0N03jcua40yPQplHzYO3VhNKmdm0rICLAxnUWg05OYqOEMFggFODTq4MRxAkM2VFEgXF1Sxv1PPOOZHZkISU0RLx+fn69a1XPSjMzAU7yMkqNJYyooFpjoyEOHwxi9NuYeeGcuoq8tf0jF+id2qKlGymrtLFxPgIdrsdvV7P+Pg4TU1NGAwGJEma95zp7OycV2l0Op14PB48Hg+KojA7O8sjjzyCRqPh93//93nggQe4//77P7DPxr+WI8vKyuZ9QH69s/G5z32OZ599lq9+9atMTk4C/5gfH3jgAebm5qioqAjwIciPH8qC459ClmW6uroQRRGj0YhWqyUSyS9Tq9Xq+SDr9/vxzowBjQhi/ld/9+QoospLVcMSWutd9EyA6up+R2ONFZuzko9tMvODvTnSWRGt1kix28WSBgOzc5P45iZosqsZD7v5+C2ruWFLM5d7p3nh0BxOO6xvN6ETwsgZib7BFKcvThIMJ2iorWfRokqGx3wcPOej3DHBzYu0OByFeDx23jkTo3tcRS7nxKBXsXZlMSPjcwwOD9NYlsVo8NBQX0N7g5k9B8fZe2QSs8XO9o0LKLP6SSY7SYWMFJsF/KKZG3Y2sHhRDW+dCPL+6ShOUxF3bI6TktWsqPHRMWZARCaVDLKyxU5rayMvH/QxOjFKY4XIqtZyCjwFNFXrOHBRwWgpITjVyfrFZWxcXsLJzgHOJYJI2QwKahwFlVjNIodOxDlxKUhxkYdtK2QqHCGGhjKMz2YAhUwGGutLaWu2svdQN92nvLQ0VjE6GaDQoWLjwiivvJcCQSQW8dPUnl9m7OydIp0Mc98OJyNzOlYvqabApeevf3KZ/pEwZouF27YZcBu8PP36LPGID5UKcoKB6qpitq+r5NFfHUMugfzEW16lampqilOXQxg0JuIpmdVLaigtNPLK252E47C2vYihyQTrlxgpssv80beOEk3puTJiY/vmFqZDIsFkknBMSzbho7C0hps3laExwlwsiyjC1ORFVM1lCOkQ3d1aTl+aRatVk1X0NC0oY1F9JX/zk2MkJBMN5Sru2KDFZhPo6p2CbA6j0UnEO8y3/+h6kDNMTfYTzGax2+34/X7sdjsWi4XS0lIKCwtJJpN4vV6uXLlCNpvF5/NhMBh455138Hg8dHZ2ksvlOHbs2PwC3QfBr5sW3XzzzfMLp4lEgsbGRn72s5/x6KOPIooiTzzxBEeOHKG9vZ2CggJaWlqYmppCr9ezfv16dDodn//853n77bchz9DcfPXHPA/sIh/0FEAmbwq4lDx78ynyATMFWIE7gSeBPmDD1ddIAHWCIAyQbxEngePk4+G1GVgn+YBqvfrxI3yEDyWumZMtXbqUubk5MpkMQ0NDBIPBednb5uZmIpEIXq+XkZERsooRt8vOF+9t4/3Lc7gcVlpqzbx0YJLOcR0cC7CscoolC92YzQa0WjXbVto4ctbLknoVdbXV7Ds2zKX+OCUFVhbXwsJ1NbxzLkoyOsO0TwJVnClXLa1M8ubBTqJpHatb7ZSZfdTW1mI2m/nZi+e5eMXPyUtBGhvr2LEKhIyPbNbF526xcfDkKIubiigpbOOnz53iykgSo9nGhuXVLG9xceRykH45R3WZg4GxEGuWFBFNiTxzNEw2pyV58gq3rtGw4sa8MtFkMAqECcXSLCgQqCyC/r4eJqddXN+WIZFIUlV9HXqdhl/tmWDYZ+RkX5pVtRLapJanDoXJSUnKrDMYjBa23VSHRpXj5y+eZ3ROweVwcOPGAo73e/ANR0nH40TDEbRGD3anh76BSfZdtualg7MTfO72CtzuvNFq91QYRUkSCESpd2cYGRlhMmTAadWzc3EYvUlDVXk1sizz+CtTBFMGFCnFraus1FVZUalEKsvcLFnoYyYkcuuWcvonJYamFRRRT2/PBX7/gVXUVhUBUBeJM+kPEQ0FWLrEyOXLHZwZspLKKCxq9JBTtCxf7KS5upDHnumgd2iWyxo9N6z10FIvMzQeosIFOxrHUHTlLLznJub8UYZmVOQUDeHZce67uR5/xsMTB6IoUgQD0xQ5C9m6bAF9fX28dcJHPGtlUXMd65cWYjLqcdk8/Nn39hGKq0hLBo535SAzQMeollw2xY52NQ11dkRxJ6lUCq/Xy/j4ODqdDp/Ph8PhwGKxsHLlSiwWy7xKo9frZWBgAIPBwIULF2hqauI73/kOP/vZz1i2bBlTU1OMjo7+h87ibzP2U6vVpFIpUqkU3/72t7n33nt/o7MxPT2N2+2mvLycmZkZNmzYgEajmc+PX//61+FDkh8/9AVHJpPh4sWLFBYWUlFRwfvvvz/fOg4Gg1itVmw2GwaDgbKyMkSDwKnxfBcDwG3TYHaU8PGtNnqmcoAGlcaI0aDjM3e24vf76ezoYFmhQPekmeLmAh68bR1941lePi2iyDkq7XNsbfOTzUqMjY3xi5euEE1CTlOC2VlJsUPmV3unMAhz7FqpxmkvpqDAwNDoHH/z87NkJQFP6UK+eFc56lyA8x0jOIhy81ILGWxsXN7EwHiKZ98zoFBJlTvMx7boCQYn6Oyc4t0TQ2SzajTmCuaCMi57FS+dCaFSUjQW+ljWGsdsNjM14+dyX5iMpCebU9i2aRnxRII3Do5QbI1x6zI9VpuT4iIPHUMSF4cUcrKH5ESM39tQit/v5+zZUVaVSsQpQ6xpYPOKEvadTnJ2RAdKIVXlg9RVF3F6KM33X1WYG5vFoBXJ6hrIaE3UFIV5/PkOij1mdq7SY7fo6J4MMzw6zuFT+fGsyvrF/Nnvt+P3edn/Xj8LnGnWNnhQ1OX0TsKJS352HxhHlmWWL17AzhVqRoYH6epKoBGyuJ0WiivqWLvYwwsHTXROJ0F2U1XUy6pWMxbzKAePxujsC7KwJH8dKYqMKIo8uXec+nItNy2TcDqdGIyw591LHDzlJScr1DSu4PfuUzE5Oc2774VJZ2RScR8FVUtZWK1l/FwOjaEQTWSOylIzd2wzc65riIPBCM2FVoL2AmraW9m0qppTF4Z46o1xSovd3LQBnGaRjt4Z9h+eYHgijiInsbpWcscCI3//SpRgWCaX8rF9iZ8lN9VjsZgYHp7D6XRSXl5OIpEgEAgwNTWFxWKhsbGRRCKB0Wj8DWO/AwcO8K1vfYu+vj5uueUW3njjDW644QY2b978gc/hbzMt0mq189Kan//85zEajQiCQE1NDc888wzPPvssX/va1xgcHESn03H+/HkEQeC2227jd37ndzh8+DDf+973AN4gH9h2kw+OjwEXgQpARZ6t+SL5NvAw+W7ILHk2xkPe+ChIPgDPkV+i6wT2A7XkF+rOk1fv+BWwhXwL2g70XVXo+Agf4UOBazsciqLQ19dHIpFg+fLlqFQqZFmeHydRqVR4vV4KCwvR6/XzI5idA2HeOJICEcosfWxq16I3aEmldWxd6UGSJhHkFFvWNdE14OeXB7xoVRlayiLctt5DaWkp8Xia/oksiUSWeNaKyaJi90kNqaSGqDdBqSuH3ePikzeaCUUrObz7DNlsmvHpGDtWaBid8JGUYqxeXEEwksRgLeXBm4s51zHFi29fAaC53s2O1Q4KPFbUajVnLw9htjrQ2RaTVtt47kgSf1jiYjqOUz3K/3hoLSaTCW9IxmmNMxeI4zEEsZrLOH32MkNzela0ONm1OEB1dQ0WSy1HTvaz971hZGWKkqpFfGx1hlAojN1u5/ZNdo6cGqawsIC2hoX85G0VojpBLDDAZGSaP/zs1vzP80cZHA8gqq3oHAtJZqIkJRNGkwbvyFHqynR88mOLcNv1DEza0WlCxBMJrKoQU1NqjnXm6J/I4DbFuXGxRHVtAzazluOX/BzuUBBEEY8ux+2b854qer2eW9fqOXFpltoqD+XFOo6d6uXA2Shmk5G1S0q456a8CWKhO8fglJ8JWc3SZg/pRIC3j0S4NGrAaYiya5mNhrr8GFHPSIKZYICsrEbWyuxaY8AbjfHE61HqSkXWLqrHbHVRUajl7cNXOHTGB4JIe1sDH9usYd/pFFMzYSqtU2SsbsyVLbzfnSCUjaFVawn5ruByZfjsx6oAOPx+L8Ojc2hMAuPxRYR9XZyc8dA3CWpzOYX6AA63g09ss3O5N8el4RyIRnyhGezWOex2O4qiEAwGaW5uRqvVEg6H54turVY739W49k9RFGKxGE899RTf+ta3cLvd7N+/H5vNRn19PSUlJR/4XP5bjP0KCgoYGxtj69atv9HZmJiYmD/bt99++3xn47HHHuOBBx6A/CjUMHCK/8L58UNZcFwLqNFolI6OjnnzE8iPkoyPjyMIAtXV1fj9fkZHRzGZTLhcLgxaG6AgKyIqUcVdNyyitECH3z9IkSpNo1WNV2XiTz55J1aLjl+9PsDoVILKMic7V4nEokl6e3sZ8RkxqCQS2SQ7N1RTXmLn5X29RAdj3LLRwaRXobJCRbkjxq/2xZgJ6chlTKxf5qSqxEjPwAzT05OoxRySqKGuthyXBb77bIpouhANRj57k4lkPMzJ0xdRiWpq3QKxrIl7d1RgMGh45biAP5ylubEWq0nN5UkjnaMSJy92Y7M6yGQibFxZT3GhhdcPjZBODLG5ScFiteFxFwEKf/NEF9OzAbQ6E1//TAs6MU5P7xDpVJRbllqYi9vYsXY5KPA3Pz+PP5KjvLySOzbIhMJhnngliNuao9LtIBaL8tmPtbPnrBmjOUfM200yMkUShYJaFS5DkL989F3SkoFw0oijuI2R6RwdQ2FykhqNOERZZSEfu86BiMI/PNNHKJzEZnfzuTsdvHFajz+UJJMEj13BU1TDvbsqSaQU3r6sJqcUos1N8skdaiRplrHRJGopTaHdRTw0x2c+vgpfVM1PX/eRyxkpL00gXluwVBQSKYn+kQCTc1aWtS2id1Li3QtppLQdnc6HqDGzfZUdUZXmJ7tHiCdkikoWcvtOPbnMHHHvNIsLJMK5KrxGDZ/YdQPn+mFgNoCUczB45hyfvjFf/E1MTLD7wCDhqIysFrh+w0J6xhX6Z0Nkc1WohZMsXlTDynaFc91e0lkbgkoiERqiqrwdv99PX18farWa8vJyZFnGbDZjNptpbm7Gbrfj8/no7e0lnU7Pu6RWV1dz/vx5amtrOXz4MGfOnOGdd97hxhtv/MDn8beZFl1zKgZ48sknkSSJ//E//gf333//vAGWy+WivLwco9HIQw89xP/6X/+LlStX8sUvfpE9e/bMd17IL7sBXEe+/XuJPMOSIh8Yu8grarQBdYCGvLKGFngL+EvAQl6Bwwc8RX62dQlw9ur3VZFnfi4Dt5Ofhz3BR92Nj/AhhCRJXLp0CavVSnt7O4IgkEgkGB4eJhaLYbPZKC0tJRAIMDIygiRJOBwOnE4nzbVWspLC6Eyamzc00jsS4dl9KWQliE09wfXL9JSU1yCIalKSEaMujiQpLKx1EgonePHwIHYzbFtuRaWysqiljKyk4khvFkV04x2aZOXaGpwOOHByjJUtTr78iRp6RyJsWt2ALyTxk9eDyKIWVXaOW9fYKSu1k8nkKC6wsqDWTTgmc+t1VcSiIb71w+OIWgdmezmx4BhFdRZKPWpERSCV0REKjXH9jioGBgY43y9TXeFhXW0Y1wonxcXXE42l+PaP3ycWl+gaybJ5sRFHKMTgZJJIPEMmHcVgK6eh2o3BLPK9X14kJakoKi7nvuud6M0Ozl6JcMNSA4fORbFg4K6ta5iYmGT3kSAarY4F9ZWEI0lWLFSxus3N4GyAyaAes8nM2nYX3ulhjp8VWVDlYkvTFGXllTgd1+ELSbx5OUIqJeCdHmRRtQc5GyeTVbGs0UwmNkBcsrJt1QJmZn38xWMnyMhayoo9PHRr+fxy98DUENmsRAYrKo2Gjo4ODl2S0WtVNJaL3LWlEbV6LQBHX5kmmREYj8n4fLOoVRInrmhwmdPctDROQUk1Re5lTMzGOXg8QTZnYnDUz6d2CVQUatHpdCBqMejVqPRu2uvNHL2UomNYIJMxMzDQy599eSGPva6QSIRIJebQiBmsFhPrFtvo7Ozi1IARry9ORsohx30Y9Fqampp4tzuIJMskQwHuvM6O023hsVe8qHJ+trSIuD3F1JTVEwwGGRwcJB6P43a7kWUZlUqF2+1mxYoVmM15dTOv18vg4CB6vR6nM+9ertFoOHHiBM888wxNTU28+eabdHd3XzOh/UD4txj7HTt2jB07dmCz2bDb7YTD4Xl1yVQqRTgcZuXKlfOdjT/90z/lV7/6FdPT05DvZCSAd8gXB/8l86PwQZdD/534T/0hkiQxPT3NwMAAbW1t82Mgs7OzHDp0iIaGBgwGw28wPdFodH6mPasY6J+z0lKh0LawhDcO9rL/xCROh5UbN5Rh1oRIpVLMBhX2HveTkdQsal/CZ2+2cqk3zLGLPiocAaqKNGg0GlwuF28dHePkpQAIIs3tq/jirSY6++YI+L3oVXFUOicOh43aygJe3DfKgWO9qDUaPnVbGyWODKFQAFnOMTwjMxGys3mZk+ZaOz/b42doSkGtBLmuNYndJGM0Gomkjew7lSCa0bF9mQ7BUMbxbjWp8BCDHW/x8CfbKCkqwOVyceJykBf2diEAt2xvY9MSK6MTXuIRHxkpRyDppK6qkKZaGy/vH2LfkX6MJiN37azFY4oTj8cZm0ny5nEfsmBkQes6PrNTw6O7Y8QSWTLxaVbWBmmstuN0Oumb1nGiW0ssFmFVfZ4NSmdyeL0+5vxhBsdjlNUs5ffuKuCX+3P4YkZmhk6wfIHCjnVVzHn9xOMx+iZh0q9i5ZJGtiwz863nNWSzGaZ799Jeb2BVmwutVkssJXBpWI83IrJlsYqV7WUcPD3H0Ythyl1pmstSeDx5BuPIpTTn+yEWC7F2ocSM7h5kRWT8ylv4J87yhbtbcLrcVJVZ+d7LKbzBFFFvH62VaTavKObSYIp4NMTl/jjRJCxdsZHP3KDnlXfHOduvwqxLs6YhgtMCdrudoYkEXdMe/GGJTS1xNqyo4fCJbs71pmiuUqPTCOjMDpY1FfD8u2FGgoVEfIMsqQqyuKWaZw+DlFOIea/wubsa8TgNeJxGhoeHASgoKCAYDBIMBlGpVJSVldHU1ITRaJw/L7lcDr/fz3e/+112796NWq3mO9/5Djt37vwPjVDBPy7Atbe3s2zZst9qWrR7924OHDjACy+8wKZNm2hrayMSifBnf/ZnqNVqvvnNb/LKK6+wdOlSfvjDH7J3716+9KUv4fV6KS0tZWhoaI680oaRfDs3BnySfLA7TT4AOoBPA/cDbvLBNkme5Skn3xJ2kI9Fo+R1y6PktcmTQNPV158mH2Bt5Fmhn360v/ER/n/Af1qOzGQynDhxgqqqKoqLi+e/Pjk5yeDgIFNTU1RVVc2b+wHzYhOBQIDs1fFMh8OB0WhkdDbN4bMhJmaCXL8YNHo7b54VkWQRQ26UHSu01NfXYzAYeP2Ij/MDEjkpxfIqH1XFWoIJHbWVBViMIh1XRmleUIXDYeXvn58mlNQhZ+KsrJ6ivbmcLCYqiq1c7gtw7PwsN6wvwGxU8+S+GOGUHp3sY+uiFIvbW1Cr1Tz6y6MMT6VRaayU1LSjip0nplSCIuExhVjXqqGurg61Ws1jT52jdziASq2nvbmcVQvSJHNmSgos7Ds2RO9wiLVrV7NtiYrHX53GHzehSAk2NfooLCqmsbaAt49cYe/hATR6JzWNa7i+ZY5X3hfJ5NRkYxPcuk7LsvZGAA6fGmfP4RFyCqxqL2NhSZQpP8hqJ1XuJBaznuLiUtRqkR89d5HOvjlUKg3LFlVe7SpZcdhNDA2P0jshsqLFhUEHL+0b5mLPHBaziVs3l7CoqQSNRsM77/Wy98gwgsZM/cJlXN80zqlLM4wHLVQUqlm/pAhBbaS8yMjZTh/Pv9VDOp1mTXsBi2rVxNI6BLUVPTMUFBZjsdjQagSefMvHyKyKXC5FY8EsOzdUY7VaATh/uZ+xgJ32OgGzHt4+0k/HcA6H3c6tWyupLrXy9DtBBClKMgMJSU9r8RQOu5kTY4tQZIn+c09z/+2LWbe8AYBTHX7eOpUCQYtdM4Gcy7FheSUOq4Z4aIyCkhp0GjUalcSTByRm/RkyqRC1Lh+fuHUJer1+Xua5urqaTCZDMBgkmUzS2NhIdXU1TqcTlUo1fzbi8Ti9vb08/PDDTE9Ps2vXLr785S/T2tr6r6q+/d/w68a3NTU1aDSafzVHPvnkk7S3t/PLX/6SP/zDP+TJJ59Ep9PhdrvZtWsX3//+9/F6vTz66KPs3r2bwcFBVCoV6XS6H3gZ2Ey+2Kjlv2B+/FB2OMbHx5mcnGTZsmXzhivJZJJ0Ok1FRQXDw8NIkjSvI240GuclQK/5cRQ4/QSDQbq6ghx8f5xkWgB9FUXFLnSY+cVrfbjtau7fVUgwIlFX6Wd2TmL30ShZxYYkq7lpWxmBUIpjF6awGTNUlGgRdCV8fLOOrqEEzx0RQSihwhnh3utd+P1+Ll26hEufZUlLES6nk1WLPHQPJ3jufQGVkmFpXZotbSk6+qaZnJolk1CjFTW4DXE2rllENJbmV6/3UGiLs3OJgsGQw+UyMBVJIksqFJWFkiIXS9oXEQ6Hudg1gkWI8tnby8kKNla3FzE4Fuax54eRcxLLFtWxc5WOielxjp8aRkqmqasqwOF0sHpRCf5ggideP4PJYuPOHY0EQxGaa8YIhW3o1QoZjQGtOMXtN2wlmUrz3Ju9lDolbmhTY7M78LgrCcdl/vKHZ5CyGUpLS/jWV5YSDAa5fPkSiz1ZxPJS0g2VrF9axORslJ/svoICLGst42ObFBKJAXp7DdRbJOaSJRS2VPK5u1qIJTJ89+dnsNtttNYkWNWQV7GY8/p5/3KYZM7MdAg+eVMj8XiUPYeHKXdnuXe9Da3eRkWZh8ffy19Tea+WHCWFRvz+CY6OxFhbIRKvrCSRKmPXuhLe70pxbiQCQjFmSy/3bDNiMAwxOKglGk1jM1owaGU2rW0jlkjzgxdGsBtzLCobo2SxLa/7PTbNywcmSaVz+GKVfOnuKnKpAL94tYfKgjQb16cJp23sP2eje58fCTOiRkcqNo5BVcLU+AQTozI6nY6GhgY0Gg1ms5ny8nI0Gg1qtfo3uhoejwebzYbH46GkpIRly5bxh3/4h7z55pu89tpr/2nSfv+aadH27dsRRZEvfelLfPe730UURb7whS8giiKSJPEXf/EXZLNZPv3pT3PixAk+//nPMz09zb333suePXsgv/D2PnAD+eW1vycfRAXybd2vAG8DXyXPzJivPmeYvGOqTJ7BeZO8/N8/XH1MDSwCwuSLGBV5KcCt5Bkc/UfFxkf4sEGj0bBo0aLfIB0ASkryYhtXrlxhbGwMSZIwm83Y7fb8cvfVZVlJkgiFQkxNTZFMJjGbzbSXRbhxVRlut5szPRm0mijxgBePJYwoFnLu0iCoLWxZ5qbaOYzJ4qSmahlvHBrgwPERYJzmxnKuazcCeZ+PT+1ysOfwGCUuWLu0nRcPBhiYkRDkKRa4Rrh3RxMOh4NoTKLYlSE+EaXClaDA4+Lw8Ut0johUlRaRkWaQ1Vbu36ZmYHIxB06FiSdTaNJeMhk35zsnCcVV3HJdNW+/J+HwlHHHllIOnZnjSIcAZCgzwxfubsDlysvr71pt48D705QVqGlvqeJS9zhPvdGPw25i06oaEE3s2iCQkQoocESY9qWwGf2Y9cWcPH2RK+Nq2hbY+NQuO66CKkoKLZy6OMJbx3pQmMVTvpi71wTw+bxo9Ra2rCpGllLY3eV8bEsh5y4N8+KBfgQEGuvLuHOrC5PJiFqtorjQxqQ3RVGBk2K3mnPnu9h/NoHDbuWWLdXIoo1Ny3RMzTg519OHQhpZu4ii8Qg6TYIXD4o4DHHu3uakvq4OjVpkaHSG597qJSvJFJTU8cD2JDmDDlltYMcyhcv9QXQGC0sWNDA05uPJn3YjCLBogYO7d7rRaPJ7rxf7TiILZtAXMT4rcaw7TSAikIwLCPEu/vcf3gAUE4nLnBkNkMaK1WzArM0wMTFJz4QKtynM7+wwodZb2Huykkhwjqdeu4QsK7iL6/jCrSksJjsqlY5tLSP0TKiRcnpWNdcwMjIyr/ZUVVWF2Wye76ZXV+fNIa91NXQ63fw1bzKZqKioQKVS8f3vf59sNsu3vvUt7r33Xm6++WY+CP49xre/LUdeU8JKp9NMTU2xdOlSstksY2Nj/PKXv2RmZmbekLC7u9tDfin8HPmiI0E+P5qBdVc/vsX/4/z4oexwRCIRNBoNopj3I1EUhVwuh6IoyLI8r4QzNTWFz+cjlUrhcDhwuVzzLUbIM7/XDJCmfVkcdhMVJXb+6vGTpCUdDk8161Y1cMNyOHRyDIMqiIpMnt2o9KDSmHnk6RkkDIi5CF+9100ykVcHSiQSjPk0xCU7n9hVjiTDd35yjmAoycL6Qq5fricUCqHX6+mdVNExnFfe+r17ynmvS8P7l4PIskwueIZP7CzFbs93D775D0eIJVVY7EVct2ERW9oyXOicRJD8aDQqZpMlnB/SomSDhPzTRCNxPAWFfPaOKqRUgFgsRjCSpXNUIJLS87m7G8lKAj96xUcmp0KbG+fOjdr5Fvtjz1wilNBitBSwfGkbt68TeOylGVKJMJXOKEsazfNO1V/7zltEE2r0Jjs7t65gZW2IkbE5sukwisrImM/IDRurMepFvv2jE4xNxykuLuT2TUWIOS+ZTA5fJEvPuBp/ROF372mmxK3jR8+eZtKvpqnGRENRAoPRRFIy8cq+DuZCAjq9lbVrlnD7WoFD7w8RjUapKVFhtTnxuJ1YLGb+5yNv4ouoUGuN3LR9Bc3FcwyN++nO3o+CirGuPSixbv7669v57tOj+OImdEKUG5Ym0KiymEwmhqcSjIUKmfXF+cR2B1VlTp59/RzDMyqaqzRUFki4XE7sdju7D47RPelABu5Yr6WhXMMv3o4SCoYpsCaRFVi3soW2Wi3ffXoMf8KMnEuzpSXOWKSc6aBAODRLdOYc69evZ8tSHUVuC8PDw2SzWQwGA6FQaN4FuLy8nOrq6t+4tv1+P16vl4cffhiNRkMqlWLfvn3zreP/CH69s9He3j5vWhQOh4F/ZG3WrFnDmjVr6OzspLKyEq/Xy7Zt29i/fz/pdJqmpib+5m/+hn/4h39gz5496PV60uk0Op2O999/n1WrVpFKpc6TV9/YTF6KL0I++B0kvwwXJT+L6iU/W7oO6CVvfvR14BvA3139eD95p9SngY8DR/nHbomBPCPUCBwGDiqK8sP/8B/rI3yE/zv+U3NkJpOZV3K8lhdlWUYQhHmVx1gsxtjY2PxNmsmUVyZUq/+RhwyHw/Oy1plMBqvVisPhyOe4lMTCBbWMTcX5+yfPkZOyFHqc3LRGg9vtxul0MuNP886xYdI5PZ+5vZaJaT8/fWUAAYGGKgubl1opLy9HpVLx3oUI53vDSPEp7t1Vgd8fYt+pGCWFZuqKclSUuSkqKiKVyvKtn5wjGIxisXm4cbUGh0XEGzWwpKWIyfFREhkt7S1VTM6l+dmbIRC0KKkp7t6kprioCKvVSiYj89axEQKRHJ/YVcnMrI+fv9oLajs1pUZuXO+ZN4J79Knz9I+GMVkL2LnagU3r4/QVmcICC6X2ODXVFdjtdiQpx58/9j6hcAKj2cm2FWbqyw1kFSOnLo5w6HgPZmc5dS1b+Pi6AH/7szPEU+BwF3HPVhdVZQ70ej1vvzfA4dOToLZx83U1OLQ+XjulIZtTYdPM8Tt3NOCL6jl1eYqh4Qmm5hJojQ5WLyqkzhPg1KANOZdmanKSQDDM+s03cucGge+/5CcQkUlFp9nUlsXkqOPwpRy5bIxEYABBbWDHluW0loX5xWuDTMzEcDlsfPKmGipL7YiiyPh0lNfeHcAfyXHH5gIEOcqprhiBuA67RUU2m6WqqoatyyzsO5Oka0xD1D/Msmo/LQ2FXJkwksqkKbNHaG5agF6rAXI88cYUM1ErspRhS0uMuUw1w1MZwmE/cyPHsdhclC7YwZ3LhtlzaICBKRGP28HdO+qoLssX16lUit7eXjweD4lEgkQigcVioa2tjerq6n/W1fD5fLzzzjv8+Mc/RpZlvvCFL/ClL33pP9TVgN/e+Yd88XDq1Cng354jKyoqWLhwIXv37mXFihWMj48zOzuLRqNBURReffVVdu3a9R75XY28q3C+K/En5Pcuft3Yz0B+H/L/SX78UHY4TCYTkpT3GFEUZf5zURQRRXG+m1FeXk48HiccDjMxMcHk5CTJZBK73Y7NZmN8fByPx0NxcTFt5C/W8fFxyossDE/GKCkt5rrWDH/3yx56BqZRa3R87uPLKHHJPLUvjF7oZ02NzFzSzfbVRdhtJl4/Ms3756cp8li5+/pC5GyQzs5OZgMQT2TIKirqqkuoqrJy4MQoly4EaSiDG5eBVqslHg2RSprR6q0EJi+xY1UNra0NXOqZY3BsiAKngdRMgrLyarYtgZ+/cJHz3SHUGh07t65mwGsEIYEvOE3cN05haR0bVy+gqszE60dynLxixKRNsm1xDq2QwDc1QCRtwqTNkY3LrG+30txcy8XuSXa/52dFawlDUzF0ZjO7lsTYfxp8YYFMRkOFx0B1dTUj43P0D14im8mSTkYprVtDU6XI6a4Yu/ePo9VpuGFTJcsXJBns7ySZkkimsqjVagqLa2hptPDaUQNnezJoxQTt5bNsbNOSjc/w8qkZLl7xIqNB72zitm1a/v6lGKFoloxYTmXRNK4CN7etEThxcYqX9o+AotDe1sg9Wy0cOR+mZ3AAbyhDJpulsHo5ZQUGhr1m3uk0UNKQ9zhRuObM3UmxTYUgiFR4RJYvbeZiX4xfHAxh1sLC4jHWrbVi1EocPt7J0XNespJCTrOYLetchAJeXn2nh4YygbWtBlR6K+VFTvafiTEX0SPJIjPeWT77sQZmvf28uT/OtkUWfCkzyCJbVjXws30iolaHQR8iJaRpKZokGjQS9E6g0WhoaGhAEAQqKipIp9Ok02lCoRCnTp36ja5GQUEBHo+Hj3/847z22musWbOG7du3s2vXLv78z//8A5+//5tp0f3338/p06fZvn07ra2tdHZ2sm7dOl566SW++c1v8vjjj8/fDFVWVrJp0ya2bt3K3//93/OVr3wFk8lENBrlueeeo7a2lq6urhT5edI58rrfHwf6gVvJGwJ+G5gkz+C0k795KyTP2DQAzwH/k7yG+C3kl+V+hzzTc4x858RNflluAvgrRVHe/sB/oI/wEf6L4LcVG5Dfg7RYLDQ3N9Pc3Ew8Hmd8fJyRkZF5oQnIs8ELFy5Er9fPq/kMDQ0hyzIOh4NIJEJFiZUHb2vk5OUZ7rq+DpVa5JGfnCCW1lBcVMC2xWpEUwUvHJjBaZaxWgzEkgqLmwpRqTI89uQJBI2LpkoVO9oV6uuXoVKp2H8qwvh0hEDKxthsjkXhGQLnU7isKn7n1nIu9/pYu2IhDquWb//wKNO+FK8fmWLdkhJWNulIp9OUFeq5bbXIqY5pbtpVhkEn8Nxbo/SPhihwGblhtZUFm2pRq9W89d4w8YSEqM0SERrw+wd49+QE4YSa9gYDm5ZYcXnKsJjVvHM8yeW+YcSBEMtaCjEaZjjdHUerFbn9uhJOdwVYsbiJtjodT7x4hsv9UbRaHavWbkCUk3xsc5rRiRjRWBxBbcFe0IheF+DlAxMMzJowaRTu2l5KS2MVWo2akSkdZr0XbyhNSRFc6h7nSF8p6YyRaATWttuorKxmZaudg2fNTAaSyLIKj13Dg7e0YTAGSaVt3Lw8xoQPijyVlBbo+Pk7agQxQSruxWlK8/sPrcFg0JBIWjAZdOgNWcrLSxByEQ6fGOO9i2k8dg3XrymloSYvnz405qdr6DLZbBSpvI4di6N0Tst8++kgYtbPliUii2+rQ6ddwPmeMOeG0giijYHRANUVIbR2O2q1ho0tGSYDEfQGMwsrnLxyUkLQOtBqwmjVAiajns0tKYqLiznXdQSLvZSYZKVzOEk8NITZbCYUCl11c//HUWGHw0Emk+HMmTPo9fp549tr0s933nknL774IsuXL+f48eP89Kc/5aWXXvrAOxv/FuPbX8+RCxcupKen51/Mkc3Nzbz88svMzMzwjW98g7Nnz87voBQWFvLee+9BfgLgJvL7GhXAs+S7Eo+Sz5H/h7znRu/Vt1nA/4P8+KHscORyOSRJIpfL/bNA+i++gaujVNcYm9HRUVQq1fzYlcViYWpqinA4TGNjI5IkEQgE8Pl8TM1FGZzRU1Ndyo41hXz/1SRTc3GyqQCV9llu2lhOKBRCUGl451SUKW+WJW113HdDMYNjfp57c4git47FdSqQMzidDkIxkR+/1Ecmk6G2oZmvfKKcn+1NMDETRZWZ4volOZwFxdRVFtAzlua5d5MgqKgtiHPndXn501AoxKPPdCJozJTXb2BhXSEzQRWxlIq54YPoclM8eHsT/lAaj8vMuxcyzEVMFFizfP6uWqa8Er/YO4VZHaa1IkuhO784FY4rfP/pDtLpHEVlC/iDT1aRioXYf2qWUluQ4kInKdnGkuYixqfCfOcnJ5FkkZq6Zm5cmSMUiWHWZhmcSDHi0yOqTXzpnlqyksS3Hz+JqDaypMlJqS3C6ZEivP4wspRB0DoRMnN8/aEW4mn4yatTKNkQ6USAaBJu37mcBRU6Ht8jk0ylCAwf4E++uBEVGUYm5hDlFAnZzkxQx107KhmeUXjyrQDZnEAm3MOKhUY0Wi0LygQmZtNMxTzEzLsQBJHRztcIzfXgKWvHzAS7Vqqx2WxYLBZefDfIZMhINhXm9+8uQ6dT8aPXgmRSYUyqCKmszK3bl9JUpeF//d1RfMEkBqOFB25biE0Xom8kiN2Yw+Isp29Sxa61TgRR5Du/miSVM6HKBdm1NIZBmy+m+8eTTMbKmPNHeXCng6IC8/wCnCAIqNXq31DWKC4uRhCE+WvW6/UyNzfHT3/6U8rKyujq6mLv3r3zzqrJZHL+838v/mln45pp0bXOhl6v5/XXX2f9+vU88MADPP/880Cezdm1axePPvoolZWV86RBNBrlxhtv5DOf+QzvvvsuL774Il6vF7VaTX9/Pz/4wQ/41re+FSZfbAjkg2gp+RawTL67ESUv66cnv1geJy//t4j8PGqGfNDcDIxdfW4tecJljDwLZCNvhvSTjxzFP8L/A/yndziuFRr/1hx5DYlEgo6ODiYnJ1EUBaPRiMOR123o7++nqKgIl8s1vxcZCASQZZmKior8PuPhKxw4MYqgsVNev4r1jTEOXICMlCM6e5mtS7VsWNOO0WjkFy+d5OKVAKhMlNStZVdTDz2TRqJJWN5ooG8yR8+Mm0wmRmi2B6u7HhSZYsMwW1YV8l63jWw6gt87iz8Uo6phOQ/uMHDidC/7T/uwWOwsXWBk44oSLBYL6UyO598e4crgLK31Lja0m+gcjHN5VI/NkCLonwGNiwdua0aRE/zdLy6SSiYoLy1g21IVR/rLCcUk1NIci8ojFJTWsLK1gCPnwxy6lEEQVOgy/dx3QxlHe6xMTHmJhucIhcK4y1q5a5OVeHiCF/dPYzI7aKzSYbeZWdVehlEHLxyYZWA8g0Ed4abVWkbnRM4OGjFoEtQVhNmxaRFqtZpJv8KzB2Uy2Rwzva/x4K0LKCrykBNMWAwK/YNjoCtmyUIn4xNeHn+xn2QyTUmxm0/fUjo/RjcyGeHgmQDZbIpb1tvxB0L8f+y9d5yU9bn3/57e++zubO/Lwi7L0juIICDVFuy9J+YYNVGTmK6maGKNJdbYEhUFBBEs9N7ZZdne65Sd3uvvj5FJSHJ+T445OU9yHj7/+Nphd8GZ+/5e93Vdn/LJEREpBFTmxlh5flVmK/DWpnZOnBpGKJZw0TwNRq2Y9mERBo0ErdSPK2pk+vhcJOIkT34QwR8I4R4+zkXzzdSNK0auUBMJB2jtGMAdMzN7vAa/38eL7zbiDkrIMpu5fnUpeVlpN8P2Xjfbj/rwBuNcUB8jlYjy+SkjwYgQt6MHr72N0vo1LJmmYmyel7a2NuRyObFYDI1Gg8FgoK6u7qzMjDPBtw6Hg88//xyn08nhw4e59957ufzyyzP3jkgkOmsb8vfiL+vjmeBbr9eL1+vNBN+uXbuW48eP8+yzz2K1WgG47LLLOO+887j88sspKCj4u2rkbbfdxv79+zl06NAB0kM2M+nwv83ADaTPlRBpRsBnpG1wU8DNQCnwEemtyB2k6cr/1Pr4b7nhOEOh+q8cpAKBALVaTSQSQSwWc8EFF5BMJhkaGsJms9HS0oJUKqW4uBiBQIBMJkOr1WK1WplSP4b6ePxLDcYIJVoZsbAWkSLAXdfOIRSJ8d7ndiQSmDFej1YeQSBwMjQEv3xhLwhVBJJjKCgtY1F9gi27utFK3Vy9WMOIT838qVo6hlI4vALiiRRuRy8VledBMkJ7ezuRYJA5lXJ8UR1rlhQRjSV4Y3MLTk+IyupJBH02VGIPtSY7yriEloAOk17J3VctZ8gtYeteJ4l4AlWyg4tmpdfiXq+XD7d78YWkuGNSls0roDBHyZHGQaJhB5Or1QyOili+MB+dSsjzayME4zk0D8q4Jk+KSRnhxImTfH5ggFAwiFybj1RTRG11kpffb+B0p5eKEhMXTJGQjAcY6O9l7dYurKNxJFIRnlgeOkklo6EAoXiSoY7t3H/TBIzGHEglWLfdhTsgIxpVsGRKMdNrjXT1DtHaNMrK8UoCKQtlqy7Akq3lhbf3cvS0F7VGz7IFZiaW2TnV2EA0lmJCkYEhj4K5c8qor8lj+4Eu3vhkiIpiA+OL3RwJ/OmaEgogEQ1RM0bN+PGVnGqx8unBAcYXxVk0CXS6bEwmFe9+7sIXlhKNyDEbfFy7spzDp/vZtd9F/Rg1wy49JcUFTBpn4qOdcfZ36BCQoDrbyoSyFB9t9+JyeynJ1mH3iSkxw8xp9XT2DPP6hk5KCkyMzevjvLEqZJIYvb29CAQCJkyYkLGZdTqdDAwM4Pf7CYVCZGVlodFoyM7OJjs7mzFjxnDgwAHWrVuHVCplzZo13H///cydO/crNxv/ldCiuro62tvbUSqVGWeQDz74gI8++ohoNIpOp2P69Ok888wzPPvsszz//PNs27aNwsJCxGIxRUVF5Ofns3z5ch599NEEaXcND+m1rpl04/Ft0umpm0kftvVf/lNHSIvgNgKvkvYXzyMtqusCrv7y51OkXTeWkeakpnf753AO/+b4c5rxf6XZSCaTdHV1odfrmTZtWoY/3t7ejtVqRaPRZHjxGo0Gj8eDSqUiNzcXt9vN6dOnqciXEJuSzYhHwWWLhMTjajSqMC5PAr3CT2lhJSdPddBpUxIKJ/H7nOiyTOQYxaQUFTQNeUmlhPR93s64cWORKvREQi78o11cMM1ELClg1fkz+OO2KCNOP5GwkJjXzn3XTSI7W4VUKmHTttPIlXqEynxc5NA/0MIn+9yYTTrKLVFWzh2L0WgkmUzx0UErobiA0KifpZN16DRiWtp7qBuTxQ3LDISTxUweX0jrQJJoawISTkb6T3PBxCoq88UkEgnmTFAT8ncz7IizZmkd+08n6RmJEY4qcTmGefC2mai0RnRqKT98vINQMEkMDSORWipVrby8boB4MkG20sldl5ah16cDXPd1uIjEo3hcfop1EXp7e4mnVOTn6llW00UgoWf8JRchECR55s0D9A1HUSrVXDCnlGlVctZuc6KSRim0KLC55MyfXkgoFOCTnV20DSTIzZKzemEp+Tl6AAJxNYmUg1BMhkjopampCXdQis0tptISZNW8euQKJVKJmC/2D/DpnmYEQP04C4unJ3nzUw9WuwuD3M3sSflkGaaQbRCx6+gQn+45hkwmY/HMPM6fbkIikTBi9+NwBRCI1Ui05dhtVtpaHOxtSpBllLN8fikFlrRAfcAWR9BkJZlMEfLbARAJQZT00dnZSWVlJWq1mmQyid/vR6FQ0NbWlrGb/cvgW4PBwN133w3Az3/+c/bv38+vfvWrjC74v4q/N/g2FAqxYsUKVCoV48aNy9ynu3fv5uOPP+a+++4jEon8XTXy+9//PnfccQeHDh2aRrqeDZDectxBusZ9h7TrVCNppyq+/L7PSA/xYsDv+FOwX4J0g/FPqY//lg3HE088QTKZZPXq1RQWFv7dP9ff38/IyAiTJ0/OXFQmk4nDhw+TlZWFUCjEbrfT19eX4bxXV1ejUqkAyMrKor29nTJLnIo8D5GIgL6+Pt7c1EPvcBiZwkBFZTXZRglvb3URjwaQyTV4vU4M5jxmjonw2KsNdPY4EEtk3HrlDBbVxLDZHQRdHcwrE2ANZLHg8kVkm7W8vr6dA8eHyTHruGZFFvGwmyNHT+AKCIhEYiRTYibVFbFkWi27jgyxYY+T6mIZF4wLIJGICQZctPeqECAg6LMzebyOuroavjhs57NDPYzLCbKg1oRKY6QoX8cfPjrJziNWhEIRc+fO4tb5AdbttbF9v4OxOQnCgnwqC5SMr85l+1EXnx5WIJcYmD/DjcMdY15ZM0dOJGntdhEIRokLjNSMs9A/EuS9T4fIzzVRXhjFG1WxfEqQ5kFICaSIpGpK8g1UVVVhszvYe7CZ8ZYoM8fkEE3pGXQIONnm4t3NPaRSAurqClk2JYx1eISRoRQnmgZJokRhKMVgNJObo+HnvzuKSilhek2IuZVu1DI1fX39fLK7D7c3QtewkYuXjOPoUUF6tJhKopYn+PoqIWZzIf5AmHd3RUFUyECjn7sv1RIIeNl/qJsKQ4r6sgKGnSoWTi+nfTDGgQ5IYaTX2skNy+REwgPs3DeCOBGnKi8blyfAFctraOgV0DjgJJE04u84xi2rcjAYDDgcDn771hECESm+iJzcgnrqcoL09PQQDodRq9XYbDYMhjTHt6Kigry8POJfNsK9vb34/X7i8Tg2m41YLMauXbvYv38/Go2Gjo6Of5iX+veEFl122WWZzYZQKEQqleLz+ViwYAFNTU0UFBSwe/dubDYbIyMjdHZ2cvvtt7N//34+++wzOjo6gDQ98tChQ/z2t7+F9EHXBzwH3E7aYUNDelrzCvA+8DPSB2QXaR3HEGkXjfeAsaRFcrNIr5bvIL0dUZJuRJykOamx1P/QyvcczuGfhdHRUe69915WrlzJwoUL0zalfwei0SgNDQ3k5ORk6qpcLketVqPT6ZgxYwYul4uuri6Ghobw+/2oVKoMxVOr1eLzpR/+6qqMVIZCjA63YjQaWTExSDgcpbLyQuIp+PDtYaIpJamomDUXSgklNMyc4MRs0iMjwdFmGxcvmsSBNhm9bpBIlQiEAnKNccaOqSCZhLm1AmJRAcNDPr52xWRSqSS/e2c/MaERtSEXx0gv2lwBE8uTHDgWp2/Ez/BoCqUyF93AACdbbOTmmFk1PYbHG6SsvAqlXMpTr+2nc8DPxu19TKmvYH5d2lJ4TIGSVZNt7D8V4LoL5pNtUrBpewdHmtyYDErOm2Ji0ay0I9b4sjgDtjBDtiSL55QSDPo51OSi0yonlFTh9w1gMZWjU8sIicrwRzyEIylk8SCDg4PYHR7Ecj0XTAgyWhTAmFVBfraKL/a0smlnIwjEVI+p5LLzpIjFAsRiGQ5XiGQStNljyDUL+OP2OEMOSMaFKOJufvj1BQiFQoJhNb22Iby+EDKVGbt1GLu1n+PtAopz5ayZJ6KkxIJAkIvbG+bNF48QCYfQavVo1SNkmY2khEpqSsUoluYRE5iZXW9i+7EwDk+cWFJOZ1c/1ywvQ6PRIBQKKbZoqCwxEk9JqCqS0traypYDfpKIOW9mDZFYnBlTJJRZSnj8FRu2UT+egIiGFhshn5VuqxC5VMAlMwXk5Bbw8Y4qTjT1U2Dwk/D1IBCLcTgcJBIJNBoN48ePz+RqnNlqnDhxIr05aW+nqqqKH//4x1x77bXceOONRCIR9u/f/5WbDfj7gm+feuopTpw4wenTp0mlUhw9epQFCxbQ3t5ONBrljjvuoKamhrvuugubzUZvby+JRIK77rqLXbt2/VWN7O7uRi6XQ3qr7wN+APyYP9XIy1Kp1IsCgeAt4CHSG38d6Xp6LdDD2cF+VaRr5T+lPv5bUqqGhob44IMP+PDDDwmFQqxcuZLVq1efJZo96y//MgApGo0ybty4zKosGAzS0NBAeXl5JscjFArR0tJCd3c3KpUKr9eLQqFAr9djt9sxGo2Z8JdEIpHWhgwN0zOSQqbM5oKZWazdJ6OjP4DX3kFdaZzrLp7EyIgdt3uU/hE/PXYFJSVFrJybxc6DXfxxcztKtZ7FcyoYk+vD7XYjFEvYdTzAgD3BxJoCLl9SyAe7AhxtDiFKeakvsFGaJ8Ng0JNEwVPvtBAMhCgtK+M7N1QSDgbZfqgPs8KDSqVAojBQXpxDSz+8+4UHgVCMPNHPt64uw+l04nK5ePbtkwjECvJKZ5NTUIZFF+J4czo9PO4+wa2XlhMKhdBoNOxpCDPgUiEWxbj36jKEAgHP/+E4cqmYunIBqWSK/Fwzer2ep9634gtrECa9fPNyCyppgs/2D6ORjJKXrSUQ1zOpJodEIsVDv9mOJ5AkKzufq1cUsPmwDJc3TDTkxe9oRKa2cNXKiUwfJ+Hxl3Zj9coYU2JAknKi1qiZNk7LwUYnh5tDhMIR7r1xCkUWBR9va8bmilFbnCKBhKwsMyUFJl7cPRkEArpPfkAq2Ml3b51ET7+NaMiD0WTE5tNQW2HCZJDz3Bu7OdEWQKMzsnRuERaVnWA4STweYySYx4BdwPzxSepr8nn6fQcjLgGChJf6/AHGV2VhMBg40R7kaI8JfyBEbe4Qa5aNp6m1m2PNftSyKK39YUxZJdx2SSGDgwNEIhEqKioyWw2n04lMJmPs2LFkZ2efZYKQTCZpamriZz/7Gfv27WPevHlceumlrF69OmNj+FVwZk08a9Yspk6dis/nw2Kx/FVo0fr161m7di1vv/02AoGAUCjE/fffz8svv/ylC1gKkUiEzWbjmmuuQafT0d3dzcDAAKWlpRw8eBCbzUZ5eTlz585l7dq1hMNhotFoD3AFaW7pE6SpVdnA7/kTteprpO36HiTNW30BGE96XSwgzV99ibQI7rkvXysmncz6+3OajXP4v4z/thqZTCbZvXs3a9euZfv27YwfP56LLrqIRYsW/afbzUAgQGNjIxUVFRmhdCqVoq+vD4fDQV1dXcaJKBqNcvz48YxxhcPhQCKRIBKJcDgcVFZWnnkIIhAI0NnZSTweR6FQZLI+gsEwn+3rY9bEXHJzDPzuDwdp7g6g0eiZNUHL9PEm9Ho94WiKncf8nO5yM60yRHWZmQ93R7B6pSiFHqaVuZk5fQJSqZS1m4+z5+gQCBTkVsxldvFpnH4BSrWOCRUqGlv6URsKmVZrZuvudjbv7CWVSlFWXsmKaXGUaj0mk44X3zlKV78bS3E9Nywz0tvbx9rPB5DJZNSW61k2Lx+NRkMqleK5P5yiu99FjqWANefJ6RkOsK9ViVoWpjLby8K5tQgEIuIJ+O0HI/gjMohaUYsdCKS5GPUKKvMFqEUONIZiyosNjFjdPPlmI8FQGKPJzHXLjGSb04Y3P/7Nx4x64xhzKskvHc/Scb28/ckgoUiK4nw1C6fnIZGpCQQjjLiEHGmN4nP2snqOAhFRTnUnkCp0FJv8lJSUodEokUuFPPbyQfqGvEikCmZOzGf6WBFJoQqTXk5bezuukIkpdblIBBFeev8EXf1BVCo1y86rYFqNFrFYQigcY8uefmw+BbPGxtAqkhxuDtFuVWFWhrjsgkLMprS2Yv/xAdZu7SQeTzJuXAmzKv2E41IGRyXk6n2YzPnEkTGmWM36rSfZfjjNqC2umMDVC5Lo9XoEAgFtbW2UlJSkowK8XlwuFyqVKrNxN5lMZ5kgRCIRXnvtNV5++WUCgQBXXHEFl1xyCdOnT/+H7rm/DPXLzc1FKpWSSCTwer0IBAKUSiXz589n586diMVi1q9fz8KFCykuLmbp0qW89NJL1NTUIBAIOHHiBAsXLsTpdBIKhZg4cSLf+MY3uOKKKxgaGvp7a2QOac3Gq6SpxqtINxzPAZtIC8bnkK6D3aTr6F7S1GMhaS3If2t9/LfccOTl5fHNb34z0wWuW7eOe++9F5fLxbJly7jooosyU5dQKB3Up9FoMq8BuFwuWlpaqKmpyTyMnTlgxWIxF110EdFoFK/Xy8DAAM3NzYhEIjweT4ZD73A48Pl8TJ0ymRkiEW63m5GREcbpnZSoNSTH5XD+zEIGRjz85s1mkikJdePH8LULhIyO2jh5cog/bmwljhqZOh9/IgtLro4/fmpFLBEwdayBuXVBDncl+d3aFjxBFaQkhH39nDdnCgatgi27u5ALBrh2sQp/1EJddRbxaJRHXjyG0x1ArTXwreurkeFm7+F2VJIAF9RqsPnUXLSgBplMzAt/PEW/NYw5vw7rYCeBoJdiTScyQpg1WjzeADdcP5PifAMbPm+l47iH+koZE0rdaYGv18Mzv9/P0KgAoVhOSDqXO5bDO1vt2Oxt1OXFKCkUYDIasJiUvLx+mG67mWRcxyJZmKrCJKdPn2bY5iMYiZBMiTHmVVOWLyF6RI5cGWS0by9ji6XMnSRBK+nhnQ9G6OixI5RqsEYnc98llVgdLt77tJ3aYilXLpRjMORi1CTZuqOJj3cOkkimGAnUc88aHV8cDfD2lg7MYyZ/+dkn0agkDNpCvPbRIAKBiPG1Ki6oD9Pf20J/L+w/0o5an41AlkOAAlDq2bDPg4AEecpB5o+XkErpOXqyi0RchlQoIR4aZtWSmUSjYf74STdmbZRV9QF0OgNZWWNxuXz89u1TpARy5Eo9t6yZhEZk5+jRIwiFQkpKSkgmkygUCvLz8zMPBE6nk87OTkKhEEajEZlMRm5uLgMDA4yOjtLe3s7IyAgfffQRVqv1Kzccf8va74w4PBqNnhVatHjxYiBNX5RIJOj1elauXMn69evJzc3l+PHjpFIpJk+ezH333YdSqeTEiRP09fXxne98J2NbffHFFzN79mw6Ojro7++nu7v7cmAFcCFpLqqQtF7j+8C3gO+SPsui/Mn+byzwOOmm44ovX7+ftOOGgnQ4UjfwzVQq5fhKb845nMO/IIRCIfPnz2f+/Pkkk0kOHDjA2rVreeSRR6iqquKiiy5i8eLFGWHtyMgIPT091NbWZl5LJpO0tLSQSqWYOHFixhHyTGNSWVmZ4cbHYrGM1a5KpcJut6PX65HJZPT29pKTk0NOTg7hcBiXy0VzczPRaJQZ4y2YDCoSySRHTnSg0ZmR6EpJyg00dfaz61QIlTTMGIubW1ZWoNeX4PQlSDJKKhEnHh4mJzuHxqbTdA5LSSQgHPKjt5QRDnnY06rCNjxAPG5l19EsLpkrwaSLcrLFQbZRQ7ZJTlJk5GuLC0hG/bz6iZ94KoFWpOLbNxSg1uuJx5P02hIgEJJARUVpDsPDVl7daEMogCJTgqsuHI9Op0ckErK/dZRoPMaIP0J1bpK9xwbZ16ohEQ+Soxxh5fwCyourEYmEPPWug95RAZ2DbqaWxpmVH//SqljBuHINfVYFKxaMQacJ8eGW05zqDqPVWCjQpkAs5Gtz4gxbFURi4AvFUGsMeD12tp5MEYoJSYSsrJwpZmr9RADWb23gUKODZMpBQdlkVqsH8fm1IFJy3iQtDToJ2TlFLJttYM/hbtZ90QECGF9dwKXna9AqhQiFKoLBBEKhAF1WCbmmFHuO9rOnRY2ICLUFce68NA+BQEAymeKLE73Ek2J8EQnDQ90MDkvZ26xAI/Vx+2VlCKV6Koo0uN1+Hn35GOFQBKXawDVLfZhNQt7ZamWgN0g46EJrKqOi2Ag46Orqwu/3YzQaEQgECIXCszQbXq8Xu91OT08PEomErKyszHPbF198wZ133slNN93E559/zr59+/6hhuPvDb79zne+w+bNm4H05vCdd96hqKgo4xhXVVVFKBQikUhQW1vLk08+SXNzMz09PTzwwAOMHz+eZDL5X6mRMv462C/w5Z8/Rzpb4xjpWlr05ferSQ/ujpFmC/y31sd/y4bjDAQCATk5Odxxxx3ccccdjI6Osn79eh566CFGRkaYM2cOn376KS+88ALl5eWZnxseHqa/v5+JEydmJjGJRILGxsazGpMzATKRSITFixcjEAiw2+0MDw9z7NgxgMzqWSgUolQqCYVCVFRUIJFIGB0dpaGhgY/3DI/I5LUAAQAASURBVBMMxVHqzAgVFiwWIZv3jjJojTB9Ug2jThcCRYLgaCOPPjeA1QkSuQaDZRz6uIR+l4dwWIKzfw/fvHIcBkMFaoWY37y6l9ZuPyKxmIXnzWHxpCjbjoySDLdTWyZmYDSL2dPGUmyR8/JHIrpG8iARYmFdgIllYVpamhhxxugb8RGLiynNq+DHd06goXWET/cOUlGoYn61DYlYiEQQYvs+O5/s6iEeTxAT1fPAtblY7aPsPT6QXtUGHGQVTmZKpYAvjkVpHRSRTORxorOTmZM1OJ0Ojg12U52VwKS1IBYIWTS7BIczwNN/7EEmlbBoXi16qRe9po2RYRXZYnAksinMy+aum6YiFAh47u2jiMQqdLogLm+YMblhkgkBv32nCafLS++Qlu/fOQVxKsCxxh5iETeFuQp8YTmr5mXjCcPRjjBhgYkUX0ZlppJEwmEOHu9AIhGRQM2Ycgvl5RKe+2MDvQM+5No8PK4BTIVTEcS9NLUOoJap8Xi8zDuvELM5i+fXuYglIOxu4+uXZGE0jkEkgvc/HaDLlUunM4VaF8NkEnCyoZWeQSt+3yhypRlT4TSUKgmShBu9Xk9ubm7G3lkkEpGXl0d+fj5yuZy8vDzy8vJIJBI4nU7eeustXnrpJaLRKI8++igymSzjQPNVcWazMW3aNL7+9a+zfPlyUqkU+/fvx+fzAenNxsUXX4xaraarq4t4PF0077jjDp5//nm2bNmCTCZDJBIhk8mQyWQsXLiQRx55hLa2NsrLy6mtrc1MqMRiMS+88AIbNmygoqKCdevWUV9f7yfdJJQCJtLrYjfpBuMPwG2kNx7DpK394qT1HhbSFoDRLz/m24AlwOVf/vcV0uvicziH/5UQCoUZ281kMsmxY8d4//33efzxxykpKcFsNjM4OMg777yToV7FYjEaGxszKcdnhnROp5O2tra/akzOhI8tW7aMVCqF3W6nvb2dzs5OJBIJcrk8I5YVCARIpemgQJ/Pl0k5hxQ+j53cKhNKuYBhu4IkcTy+CAX1Wjq6B9nX6kavSjClNIZxgpTy8rkkEkke+vVnBKMipAoDCxfMptdTTCLmxjboRin2YM4v4msXjkWrgBfWjxKMC0lF/SydrCWlLOXNT0ZRiP2YVXFGfQIWTjMSjqV4Z72HUEyEMBrjysVZVI+pRCkXc7RFgj/qJRIXYtYEGRgYoK3LikimZ25NgvoiP5aCcgwaOa9vjZBMhfD73IiCNpTSXBo6vMSicS6dK2DPCTeFFjmTxo7j5Ok+1r1+GqVCRn21kW9fWJR+BolI6BmJEYnEEWTlsGJGirDfyZvrTlKQLWPNQj3l5RXIZWIc7iTi5jCCWJTgaBvE0w6CnrAcoUhAKhFCojAzrVaPySTl+Y/cJARxJEkJ1y/RYjarsbti6HQqCiwqYkkVC6dl43a7een9UwQiYorzzNx9YxlCgRiFXMygQ4JM6CEcjmDWxWhoaGR/u5FAOEa22sNDN9RmtgxvbbFi9QoYiguRiazMniikeyCBQgZLp6kZ8uQwZXwRecYYb3waxeEVkxQUMnuKlAk1pdRXi4lGjdjtdqqqqkgkEoyMjBAMBjPPbalUCp1Oh06no6KiglAohNVq5frrr2doaIhx48Yxd+5clEolq1ev/ofur7+skX8r1C8nJ4fPPvuMaDSKQqEgHA5z77338sEHHxCJRBCJRIyMjCCTyairq+PgwYMoFAquvvpqampqGDNmDEqlkrq6OoaGhs6qkZWVlf+nGvkI8AZ/CvYbR5qWfCbYrxDoJ10vy0jneCzln1Qf/y0pVX8PduzYwfXXX8+4ceMYHh7mggsuYPXq1bz77rvMnj2bZcuWZW6CcDhMQ0MDhYWFZyWzWq1Wenp6qKury6yiE4kEJ06cIJVKoVarGRkZybh0nKG/nMk5OLMx8Xq9eEJi2vojzK5V0j0cY8OOYRLJFBPrJ7BkZhavb/YST8RxDTeQa0ig0Bczr15Dt8NMh02FY+AY2YpB7rtlPlarg9FRO5/sszFgT5BdMJ6vfy2f/Q0hDpwOkkqlyJJ2c9nCHLYcSRHwe1BIUwTiBrSyALd+bSzBcIKn3mxALU8yfZwKmzNEdakOpUrND5/cgUiqRZ9TzbLzypg1JsLn+7pRi92EokL6nUouXliCWCzkJ789gs/nR28wcc/1VZxsDXK4JYpaZKe0QEsgImfN4gIkEiGPv3KUAaufqrJsFk6WEA4GUKlU7Dnu4GR7lBgSrruonuk1StZ9epq+kRgTK8VoFTEMBkM6F+StI3QNRhCJpcycOY2vzRNxum0Yt8uO2SDHG9VQlJ9FSb6W19YeYd9xO3K5jEXz6hhfmHaKiMViuCN6el1ZhNXzAAGdx/6I39nB2DGlTBkjQyrwo1ZriEVjrNvlwe4MUFhgIRpykp1TRCxkZVyJDItRiF6vx2w2c6glwY5GKaGAk7jzED/85nkMDo+yr8FJTbEAjT4Hb1jGzDozPQNufveRn5RAgtvRicd2mrGz72ReyWlM6ghjx479K5eMM01sIpHAZDKRnZ2dEXDu3LmThx56iIcffpi9e/fyxRdfsG3btn9IIP7b3/6WHTt28MUXXzB58mSOHDnCggUL2LdvH4lEIhNa1NjYiEAgQKfTsXz5cvbu3cs777zDypUrCQQCqNVqwuEwPp+PJ598kvPPP/+syc0ZrUcikeDGG2/k2WefpbOzk+rqakZGRsjNzb2ZNOf0BdIOVTLSgUVa0mvgXOBT0tqMDaQ5qQnSh+9R0g5VMWAhcBJ4GbgAeCKVSj36ld6gcziH/178j9bIWCzGLbfckhG1ZmVlsXr16gzX/Cc/+Qk5OTmZ7x8aGmJwcJC6urpMYxKPx2lsbESn051FZ3a73TQ3NzNu3DhisdhZmg+BQEBVVdVZtbe9vZ3jbRFOd45SWjWJZZMjCATp31NZWYVMJuXNLU46B+PEIn4qzUNMH29CqdaRbTbyzR+9j1iqoaxuFUumCvjihJRkSkTvqXWU5CS54bIZKFRaxGIRu465ONHioSovzKz6bF7fYSIcGMU1fJI8fYhv3rQYsVjCkDPJh9s9jLrDSCOnWX2ehUQK+kflTBmrx24bJjevGLNJS8+gm2fePEEsFsNkzuLyBQrMZhMKlQaRIMW2A71E4jJWnlfAkRY/Ww/HQCAi7mvjnqur0OvT+RbvftLKkUYbIqmGSxbmohE72XnUg1RloDwnQkVZETK5GrEowfovejh2qh+RSMLCaSYqCyQEY0ryLTpsI33I1BYKLTokEiFPvraX3uEIYomCeTPKmVEtITs7rW/Yvr+dLquMBZMNaBUR1u2OYvWrECR8LKiNMmdaBQKBgJPNI7z5UQuxeIryyrGcP87BqF9CY68Mi9bDghlFmL50MjveFmbTHjexRApZrJ3LF+ehVOsZcYFS4EAo0ZIQqKkoVNDQ6mDjQQEIxJjlDq5fmZ9pZg+f7KepTwQJHxdMTdvAplIpotEoRUVFGeofpFkvEokEu92O0+lEpVJl7G8lEgnxeJybbrqJcePGUV1dzcaNG6mrq+O73/3uV76H/rxGfvbZZ5ng2zMOV39eH88MpFevXs3evXv5wx/+wA033IBUKqW5uRmVSoVcLsdqtfLDH/6QsrIybDYb3/nOd8jKysLr9WIymbDb7dxwww0899xzdHR0oNfr2bx5MzfffPMFwBek7eL//2rkmWA/D2cH+8lIb0EuJF1HF/FPqI//1huO/wzxeJwnnniC7du3U1ZWhs/nY926dVx99dWZm9tisTBlyhSOHDmC2+1m6tSpGeu/VCpFb28vTqeTyZMnZw7HaDTKyZMnyc3NpaCgAIDy8nJ6e3s5deoUBoOB4eFhBgcHMRgM+P1+pFIptbW1CAQCZk9NMTo6isfTxY3LDdh8MqaPF9A9mkSiNBJxDULUxjeuXc0LH0fZcCBG2HeaaRV+Jk7N58K5i/CHkryyJUEkkUNxjoGbL5NjtzsY7hlFnhCTr9cQDPm4Y80EtjXKGPK4iUTkeNr3ceeaCkQiEVarlc17R+kbdCIQCFk4u4qpk9TsO9aPq6sPgTBFwDtM8bglVOfHefbtJpo7RhCJJdy0ZgqTxsewjaQbqbn1Cvpses6fVUZeloo3vlAQjntwOZNoZMPMrDPT0nIabzCJOxAmGk9hMpqprsqmo9fB+1u6qC5Rc/2yBAKRlPzsAB9/0c6ne4aIxVN4U9P43jUGPj3o4+AWK3KJmpJ8MUpdPlcsVNLZ52ftfiUCYQWFhgAXz5UyZB3iZGMLLncQrUaBUlfA7IlGFBItL647gkgkYvLYJFOLetn9Zf+eIkkikWTALmDRnDLEohRvf+okFY+hk49yzVVFmExGVKpy7nv0YyJxBe0DRlYumUK2dJSjJ1qRpIJcNTOHQY+KWROWIRIKWLvXSyheQrvdz4rJXnTKOCdPDuL1RZgyxkL7YJhspYKORA5lxlFM6ghKpZLGxkYUCgVGoxGLxUJJSUmGYhWLxRgdHaWnp4ef//znJBIJmpub+eKLLyguLubCCy/k4Ycf/sr3z59PbW677TZWr15Nd3c3CoWCrVu3AunJzfLly7FYLHR2dmbCNtVqNYlEgpMnT1JQUIBAIOD06dPIZDKuueYavF4vd999N9nZ2dTXp60xg8Eg8XgcoVDIxo0bKSkp4etf/zqPP/44zz77LKRpU2dCi+SkeamT+duhRWLSVn9Xkp7sVJI+cKXAGNIHbi1wRSqV+uIrv0nncA7/xvjoo48oLi7mtddeQyAQ0NzczJNPPsmDDz7I9OnT2bx5MytWrMBgMPDhhx8yZswYJk2alBmC/GdDupGREXp7e89iDxgMBmQyGQKBgFgsxsDAAMlkEplMltFsjR+ffsiMx+N0d3fj8/kQi8VYrSMYjUYuP1/N/qOdiCRK5kyZw4mmfl568zRCkZwJk2Yix8342hATSlUIEy72NAQYU2bmulVjONYaYNcpF0Ki5CgGuGVVNUKJGqVMgEEZxJE0IUhGWTirjM8PDHGsS4WIAMV6O5csK6QgfxHRWJwf/uZzglERO48YmD/FgsHg5VhzlLGlGhZOz6JzMMGaC6tRyWK8/rEdRyCFFA+rZ4mpKs9HKBRRbFFSnOVkcMTFkllmPB4PX+xpYdClpixfxH3XVaIzmFHIxLy/aZiWXj+JpA93ZCIq+RDbWvMIhuOkQiGuXJpHbl4RJXlqPt/TwqYdraSAiooqLpsfY8eJCD0Ddjr7nIiEAjS544mLLQxZW3j6nRbkMgn1Y03ctLow84xj1ttxBwKIsJNt0HLkWBN72zQoJGEuPt+CzmBhbJkOATk8+cdBvGE5NlcCi6GXkoIAcVTk62NcPG2UuDiPuqo5eDx+XvzIQySlIhWTc8V5McqL5UgkEorzlIzJGcQVVLJkmh6bzcbare10DkYpyVVw+fKxaFT5AGRnZ9PS0pKhsw8PD6PT6aitrSU7OxuBQJARivv9fux2O5s2beI3v/kNarWaiRMn8pOf/ASBQMBVV131D90/f1kjzwTfntnwn9n8P/bYY8yaNYvGxsbMc6hUKj2r0e/v7ycSiVBTU8PChQvZtWsXLS0tmfo4OjrKr371K773ve8hEAjYtGkTZWVlxGIxXnnllTN06bdIB98Ok7a0/f+rkRJgK3+qkWeC/USk6VfV/JPq4//KhkMsFrNhw4bM1yqVirfeeosHH3yQ66+/nk8++YTf/e533HTTTSQSCX784x9nOO6RSIS2tjZEIhH19fV/xV39c1EdpA9Yt9vNsmXLEAqFmQv9DF89EokwMDCA2WzOHLZnKCTBYBCHwwHeo5xfIsSRY+L861Yx7FGAWAVYGR08QeHc6eg0KZ75Qxs52iDZGjHuiI6ls8zk5Kg41DTK4aYY1SUyzqsNEI/FcNhHkCZViMUKgn4ni+ZUUlNby/PrPAzbPCgFAW5eZUarNVGcL+Wjz5r4eFc/IKB20lLOrwvh8vZy/Lid2uIEWk0BJqOZaTV62rrsPPf+AHKlllmT81g2M0DA305rq4IcuRCRPgezTMAtV87ndF+C97Y6EBNkTEGUuvlqjMYwo04Xz73TiNcXwubJZvL1dZg1cbYd6CMS9JKXJcMTkrJkmhZnAA62pggntbidw9ywqgCtApoaTxKNRplfk0W/Q8JVS/MQCMW89ImAcDwLonYuOz+MTOzD6+hhf6cHqUSMyxuivNTChCodu7d/+UGmUpj0ElbMUVFhibB2RwgEEoIBO2NK5VgsOfT1W3GMthOPJ4mEnOSVz6SmWMSxUw7Wb7MilUqYMUXOtAofTaeGiccTzKjS0+eSYFYlmTN9LH2DDp595xQ52VnUlQVYOiGKXm8kMVdHNDpEVdU4hEIhqVSKYDBIIBDAZrPhcrnIysoiKysLhUKBxWLBYrFw55138sMf/pC5c+eyatUqFixYwJNPPvmV753/LLRIKpWyevVqPvroI6655hr27t2bsfYTiURceuml7Nixgy1btrB8+XIeeuihjIVvJBLhoYce4tVXX2X//v3ccMMNHDp0iB/96EdkZWWh1+sJBAJ0dHTw0ksvsW7dOnw+H7/61a+48cYbefnlly/iq4UWNQCXkBbKGUlbBB4Gfnmu2TiH/5dx6aWXcumll2a+Hh0d5cSJExw/fpxYLMbatWtZs2YNTqeTyspKnnnmmUwtdDgctLe3U11d/XcN6RoaGrBYLJkh3aRJk+jr66O5uTnj0BeJRNBqtfT39yMWi5k4cSLJZBKPx8Pg4CAejweLUUduroFUKsUHnxwnEU2gzC4koRjLyun9vL3pKDv26ajIF7Fiqo7CwqkAhOICJKIAXvcolVUqTrQ42NMaJ5GIo0r1cvE8E8UXXYBMKubAxhDxZACXcwSTyE8kbMThcCIQS3GM2pHKdRSNvYD8giTbTtjodgj5aJ+LSpOfG1aPQ62WEImLKMiW4uvxUZkvwKBVsGHHEKcH5MiFAcblu7nupvSzRXf/KAebu4lEAniiZWTp3RjcHrpsCsqL9Qw6/ETRc+2FJnqtRlKCBKnEKE5rB1rVePTKOMlkEqcnCsSRqy2Mr7bQYQ1zrD1KNK5BKJQSCjiQSMRk6QX0DImIxpJEkwJkchUtLS00dUcJJxSUW+KsvKIKmSxNFV+/YxR3MIYjLkQjGmaaQczWfRF8/hDTytxYcovRa/PQaySs3XyCfSddiCVypk2sYNlMEY2dQSLhCFPKA/Q4kpRaRGhVIvYfaWHrQT8GjZQLZhdSPza9TQtH49i3NxAMhhn1KujqaEEul6HT6bDZbBQVpRPdgcyDfSgU4sCBA+h0OrKysjAajWg0GjQaDcXFxXzyySe43W7a2tqYPn06TzzxBLNnz/7K985XCb4dN24cPp+PK664gtdee43vfe97SCQSOjs78fl8/OxnP+OVV17BarVy3XXXcerUKX70ox9hMBgoLy9HoVCgUCjo7Ozkd7/7HS+//DLd3d3cdNNNfP/736e0tLSI/97g239Kffxf2XD8JYRCIb///e8zk5hLL70Um83G4OAgt956K59++im//vWvmTp1Ko2Njdx+++1cddVVf7Uirq2tRaPRAOkDtqOjI+MgcGbyI5fLcblczJkzB5VKleHgt7W1EQqFyM7Ozjj2yOVyQqEQOTk5ZGdn43Q66enuIBZLUKSUYCeb+RdNZ9bUMfzq3TAev59+m5USg5Xl9UmivjDb90TZvKOHREKCWFvGebMM6JQRNm3vwaIdYXmtBKVKQ66liMPNCWyuJNGEkJDHwdjq8/D7vLS1t3OiqZtIOIjeMg5Ltg6tTsO7u+wkU2UoUsPcuFyPy2WnqcnJWx93E46IECoUxEU5VFaKeP2DE9i9YaZWy5mo6CKUzGbtpx04/AqSSREen5cx0yyMH5/H0cZ+vN0dXLFQzYjbTEVZHoXZEl5ZN0yXI4tkwsDKOSlKc5Js3DfI/sMOphbL8MTyGVtQTn1NPruO2vnkkBy1LMqccVGmlfno6/ETTUrQK6W4AkmK88LMnFaP3Rni9xt7KM0Wc9HsFFptHiZTgqbWAVKpunTSeCqJXqumukTB3kOnqTYnmVmZjSdiZnJNNlaHhxfebyeaEJFfOonFE5OEwkOcbuqhf8iP0aAihppZ9RaKsuEXL+wilNQztiTF5MJh5HI5AwMDPP67PcTQ4AsKURhnc/4s6OrqypgRdHd3YzQa0el0GI1Gxo8fj0gkIhwOY7fbM4LLjRs3Ul1dzW9/+1s++ugjSkpKSKVSDA8P/0P3yt+y9hOLxfj9ft55553MZkMikdDQ0EAymSQQCJCVlYVSqSQcDiOXy7nssst47bXXkMlk3HPPPZw6dQqJRMIXX3xBQUEBP/7xj9m4cSNDQ0Po9XrWrFmD0Wjkvvvuw+fz8cQTTyCTyfjwww8hTYv6jLQ/eAq4jzRd6jukeaeb+VNoUZA/hRb9ij+FFn2DtKtVPJVKncvaOIdz+DNMmjSJzz//PDN4u+WWW9i6dSvXX389crmc66+/HqFQSE1NDfv372fr1q2ZWphMJmltbSWVSp01pDvjAvmXQ7qhoSHsdjvnn38+EokEv99PV1dXxhrUbDaTSCQQi8UZc4px48YRj8dxOBz09PSgUkgZttqRRkIUmqJ8uq+X7n4nYjkItHMZH2zj8x2H8cdNTBwjo0DtxGQZw6FTbgIJFQgh5LGTituIxzQ47HaMRgPXnp9k12E7qrp85k4uoLl9kF+8fAyhWMXY2qnEgg5qCwOML5ETi6pw+RwI4j6WzClnaGiEjbsdaLQaKnOTfOuKygyl1XfMRSoZweVxYBgj5fTp0wy41ZTkKrhgmp5uq4gLF5RQlC3kqXcH8YSVJOMRFozVUl1uRqeIMalCTMzbQ8eIjEUrL0Aph03b2zne6sdsUHPDJRPIz9WTZZBicwlp7XNidyeZUG3E7dMiFY3QcGKQ0lwxD9w0FpFUi1Eno6FVyP7GJpKJUQYdRejV7UgVBjqGoSonRG2BGJHcTEl+AfsafBxuj4BAy+mOEb6xJoZWpSaZEnD01CDJhBhVVhkShYkjzU72nBaTEohI+Nz86OuVpFJCRkaD2H1B4gkvdneMkN9DY6ONjiEBCOWsmqulqrIeECAUCvD5fLS3tyMSiRgaGiIYDGI0GikrK8vQ/s40pzabjY6ODjo7OzO5MBaLhTfeeAOhUIjP5+MflRH8pT18Q0MD0WiUaDSKXC5nzZo1PPPMM2cF3/b29iKRSDK6KYlEQmtra6Y+NjU1IZVKM/Vx165dvPfee1itVnQ6Hb/4xS9Ys2YNGo0Gn8/H0NAQMpmMjRs3sn37doB1X/7zjKSF4beQpku9RbqReJ0/Bd/+rRqp4H8g+PZ/rYbj/w+pVIrXX3+dK6+8MrP27ezsZPny5ZSVldHb28v06dO56KKLMm4IX//6188SmDc1NaFQKKioqMg0Jj6fj1OnTp01+YH0A+Xg4CD5+flYrVZGR0cJhULE43HMZvNZwrwzSehGoxG/308ymcRoNPL+XjnusApf/3Z+/K3zUSulfLStE0HcSedAmAF7nMULprBgopwfPH0Ep8uDVK7kB3dORy4OY7PZcbmcxJJyhn0Gls7KRqOW89Tr+2np9pGfa2HRjCyGrE7KcmL4oxIauqW4/CJWzFYyodrCjiMOdp9wUZ4TRSoI4o/KWTzDxJZdnew76QCBgqLqBdyyQsqL633E4jG89g4uniOksCCfsuJs9h7t5p2NHSRTAsbUTOKmpWIcjlG8Xg+RaBJbOAexWMrKebl8uCfOkdNuUokECe8JblxVxKAjiT+UwuFJMOLVIxDG+fbVJfhC8Oz7VkgGKdA5mVGjzDy4//b9flxhM6lklNtWaTBrU+w8PIQ46aRTfAcgoP3wG+TrfSSQ0dXrQKFUcdtllciEftr7ArR2DtLYEUCiMFJRewH3XpriuQ+sDLvEiJIBJhYNU5Ynw2Aw8MmOFo61+hFKdORWLOCH1wjZfsTJzuNeHNY+XPYu8komMn78RC6oGcTr9VJVVZW5hpxOJ8FgkOLiYiwWS+aAOoNIJMKTTz7JW2+9hUQiYeHChVx//fVMmzbtH743AoG0rsbn85Gbm4tMJkOpVFJfX8+FF17Iiy++SENDAxKJBIVCwTPPPMO9996LVqvNWPuNGTMm02jff//9jIyM8MYbbzB79mwefvhhSkpK+OUvf8nvf/97wuEwCoUCnU7HnXfeSUNDAx988AFqtZrHHnuMq666Cq1W203auk9Imh5VzJ9Ci47yp9CiDtL8VTXpM2cvfwotuj+VSj0tEAgE57I2zuFfEP9S12RnZyednZ0Z57lUKsUvf/lLXnnlFQoLCwmHw6xYsYLzzz+fxx57jB/84AdUVlb+H4d0nZ2dBAIBamtrM0O6SCTCyZMnKSwsRKPR0N/fT09PD16vl0AgkAl0gz8FEyaTSQIRAZ2DEeor5Gza0c2p1mE0pmJKxi5k+YQRXnj3FNFoDL0pl0WTROzrLiISiRBw9VNb6CcmrWDYJUQm8GAb6iKOHEt2NpeeJ6cgz4JcLucXz33OsDOOQp1LWdV45lcNs26fkGhCiDQxyE2rCsjOzgbgtQ8aONFsRyCUUF9XwYSCUXa3ZRMIhshSeVkwRYvFUoBKIWbTHhtH2tP//6W6Ac6brEem0GI0aBgesbO/wUNpkZkJlWqOn+ph3TZrWkw+1szSOQXI5XLi8QS/eOkQ9tEQWbllXDxHjMvtY0+LGqUkzNiCCAvnpDfmoXCUnz67D38whkafw7yJKirzwBdVkm+W0No5iN2vY+mcIhKJGM9+MEokKScR8bJyepixFenk62AwzBf7+3D4FSyerkKQjLBuT5TRgAqpwE2uLoRam8WlC3Np6w+zZb8Hty/M+FwbZflytrXk4gsJSEVGuWS+knGVeYjFQrbubObjnb0gEJFTVM+Vc30YDAaUSiXt7e0UFBSg1+uJRqO4XC7EYjFqtTqjZdRqtZlrL5VKcfr0aX74wx9mHNVWrlzJrbfemrkW/xH8ZzXyTPBtc3NzJvgWwGw2c+WVV/Lqq69mAjljsRh+v58nnngCuVzON77xDcaNG0dZWRnf+MY3WLduHW+99RbBYJA1a9bw0UcfodVqycnJ4eTJk2g0Gh577DFuvvlmlixZwrZt246S3m6IgE7SdrdO/vPgWw1/o0YCz/wz6+P/ExuOv4RAIODGG28867XHHnuM1157jZkzZxKPx9mxYwcPPfQQQ0NDzJs3j+3bt7NgwQI8Hg87duxg1qxZZ4UOnnHwqKurywQFnsn/iMVizJ49O8PBHx0d5dChQ8hksowu5IyVmsvloqamJhNAE4lEaGlpYW55HJFIhGF+DSJBgl+/so/Wbi8ikZgLzp/FHVcJsdkcNDS0sXyGkH5XMROqc7GY5Wz8oouPd/aj1Rm48LwiplS66exowRdI0NnnJp4UgrKAqjIdxflaXny3iXwzzKwWIyCARgqDQw52HPUQTunoG/Xz7WuqCYZjvLe1n65+D0H/KFpTGSq1EpsrhkRpJuazEXJ3MLZqCYl4iFOnTrFlWyeRcAytqQy5xoJOF+flTV7cgVxyDRGWTokT8LtoafEgiSbJ1mXjdnu55orJyFUmdu8bJZYQEBht4/IFUSzZJsIhP5/uDxGNCwkHk+gLVVRVVdLRPURzWxOL6sRIFT5UKi0l+Wo27BjhYIcZMJNfCXy54egcjGIyyqivLcKSpaN2TC6fH/GzpyMM5FNc3IZYkGJueRd9vSBMCpGLZQjCVlYtmUIykeCV90/gj2kI+IeQyECnFuLzBdjbECGSUCKWqSkuLkapkVKtO05/fwSLxUIwGESlUmXWwvn5+YRCoQw9TyQSZehL0WiUdevWsXnzZsrKyti9ezd+v/8fuid8Ph8bNmxg06ZNtLe3E4vFMuGX4XCYyy+/nMsuu4zW1lYaGhqIx+PEYrGMFWYoFMpY+1mtVgC+/vWv88EHH+BwONDpdBQVFbFmzRqi0SiBQDrivaKigsOHD/Pcc8/x+uuv4/V6kclk+Hw+3n//fW6//XZIT2n+4dCiL+/Jf6kHu3M4h39FlJeXn+Xs2NbWRlNTE42NjchkMqxWK6+++irLly+npqaGDRs2sHr1aiorK/n4448xGo1MnDgxM+FPJtPW5xKJhLq6uszD4RmqclVVVcZsZezYsWg0GoaGhtBoNPT19WG325HJZLjdaQe/M1lY9bVpV6wp4/SoVGqcATnLJtiwmNVMGWegezjGRUsqUcgkHBpSkky6cY00oq0qpSOUj1jiZGTQic9tR2cuRqSvRSobYfMXJzjdLybfkoteHwCJhusWCmgfzEIscuEPhshSB9NBwf0jOEJaLphuJteQRKTM5YIZOXxxLAtv0Es4LMJrH2B+fSWhgBuZRM959UqS4R4EYh3L5tbS0ePmjU1hEsTQCG3ctLoInU6HUCiktS9OLJkinFBiNhvo6elh9ylIpsRMG6ugvrYGhUKJRiXm/S+chGNRfP4IhYZ0JEAkqcRs1DFjvJbu4QT1EyqYX6/gjx+3sP94F0KhiDmTizhvihqJOIlMKuG8miBtw1GqCmSUF2k52tjHJ3udaNVS5k21sOL8AoRCIeFoEqV8EHcgglIcYMY4OeGwnVfW2rAYJFw+34jFUgwU4/QmSbaGEQiiuBztBH352O0iUiIVxxu7CPqcmHNKUevzMJtHM/buKpUqo42QSqVMmDCB3NzcTOhtf38/Pp8PnU5HOBxmzJgxvP322xQXF/Pxxx9jtVrZuHHjX5mw/Ffxf6qR/3/Bt2dE7rm5uezfvx+BQMB9993HNddcQ0VFBUKhkCuvvJLNmzdz4YUXIhAIEAgElJeX8/LLLyOTybjtttt45513kEgk+Hw+1q5dyy233MKaNWvYtm1bIf8Gwbf/T244/h5873vfw+l08tRTT3Hw4EHWrl3Lli1bCIVCXHvttdx7770olUoAuru7M+FIZxw8EokEp06dQqVSUV5e/ldbkLFjx6LT6QgEAni9XhobGxkdHUUsFqPRaDCbzahUKtra2jAYDJlUaZfLxcjICAcanfRYUxizKvjGmjx6Bz08/cZxRCIhc6eVM7tWlHHPenFtO5GECnN+LcvmFjC9OsETrx1GKlMyo1bFoDVI00geoXCYsLeHUMCPXK7i/lunkGeWsuNAN6mYE51KgESupSDXhMFg4JdvDuGLKIhHA9Tm+3D4kiyolxMNOYml1PS5jcydoKAwV8+6z9r5bG8feRY9RRYFNleE8ydKSCQF7DstZDSgYvZ4KUtmWegZcPKHjzuoLlVRmh1DKpViMpnodij49KiYYDCA0HeYn96zmMbOAJv32DApXMyoVYNYz/gxOQzbvPzy5eOEwxFKiou49aJsXC4nfr+fUDSJM5yL1R0nok/b4rUefI1YxEPEN8C3rptAMilgwCnDE0gy5NHjdo1yy2oLpYVGNn3ehNWVpLYknd0hkpvZeyrC0EAfvUNeBAIRs6ZPRq9wU2xOEPCPYjLqCaVMGLQyygr1DA8P43a7qaiowOPxZLYaJpOJ2tpazGZzhpoAaZHmkSNH+O53v0tvby9r1qzh1ltvpb6+/h9OEAe47bbb2LRpE4sXL6ampoYHHnggs3o+E+r32Wef8eKLL5JMJgmFQjzwwAOsX7+e+fPn89JLL5GTk4Pf78fr9fLggw+yYcMGuru7EQqFXHTRRfzoRz/i9ttvx+l00tTURDKZRKlU8uCDD3LXXXexefNmvv/975NKpRgaGqK6upqbbrqJb33rWxv4FwgtOodz+Cfi36pGWq1WlixZwrPPPkt1dXUm9LOrqwuZTMYzzzzD1KlTEQgE+P1+2traMJvNFBUVZX7HmS3I+PHjMxuMM1uQYDBIbW1t5gz0er0cOXKEUChEJBJBLpdjMBgIhUIMDAxQWVmJTCYjGAzidDqxWq2IRCLy8/O/bGRE7Dnh4URHlAJNP4tml/PythxAQE/D+yRiQSRyPePqplNfHODDrc2Eoymy8sYyfwLopU66rBLqq414XVZy84oYdArRKZO88PYRQtEUKm0Wi6frqSqUoNPpkMvlHDjawYBLzsULCojFwrzyYSt9Qz6yjGouWWihtCgHiUTCgDXMJ3tHsDrjLJ0mwaxNcbTFT79DTqE5yIy6bKQKPVkGOS09ft793EtKKCVXbWNmdRypVEUMDUqJj5RAhFqbg8Ws4ETTML/f0EIimaC4wMLli/QYjUYUCgWHT/ax74QducrA1RdacNhHeX3TEIkEjC1Tc9mSyszzzNqtHRxuHAGhhMsvyEGU9LKvTUsiEafYFGT5wj99Vo+/vIfe4SAikYzxNVUsnBDhQJsKv99DkdFPUUk5Zp0IjVLEhs9a2XPchlQiQanREQn5ufaymVQXpGhpaSEvLw+5XI7T6cTtdpOdnc3YsWMzWsYzSCaTuN1unnrqKd577z2EQiE/+clPWLly5Vlsk6+KcDjMPffcw4YNG/5LNfI/C7698847ufbaa7nttttoamqiuLiYl156iSlTplBfX09fX18mLPD73/8+N998M59//jkPPfQQiUQCq9XKtddeSyAQQCgU8tZbb4X5Nwi+/X9yw/H34D/+4z/IyclBIBAwb9485HI5u3bt4nvf+x6NjY2cf/75VFRUIJVKEYlEvPDCC5kO+m8J5eBvb0FUKhVDQ0Pk5eUxa9YsAoEAQ0NDjIyM0NzcjEajQS6Xk0wmEYvFCIVCkskk11w8jUAggNPppOV0A239UbJMSqIJGXMnW7CYJGzZ72TYEebC8+pwulzIFD7KDAP87MnjOLwShJIoEn0NRq0MqTKOz9PE6FAL9940FY3WRLZeyKvvHeRgoxsEAqbPnMOauUkcjnTwztwqGA1ZyDFKmFFfw+lOB8+93YBGrWDeNC1Ty/18ejBIJNiHzeFFLJGQEmlZs6wcIUmefuMYBoOSubUpRAIXOp0el8vFM2+dxOMNMTwKE26oJ8+YZN/RbqR4uKheSRQdtVXnk0wJ2bg/Riimx+kKMK5cTLEl7SHv8gSZONZIvz3JRYvKyM5WsPvoCLuP+ygrymJGbQSlJEZL7Mynk0QoFLFiYR21tXX85j0vLm+MWMTL+Jxm1qwsxaiX8NnOBjbvHiGeSDLgqeXBa7P49QcC/H4fobCJHIOfwuJKrltmwjoq5ee/O0Y0EqW8VM3lC8O4nSMcd3QjEAiorq5GIpFgNpsxm82IxeKMK0VnZydqtZrs7GxMJhNyuZycnBxisRjr169nYGCAX/3qV9x2220sWLDgK1/nPp+Phx9+mFdffTWT6zE6OopMJiMcDnPFFVdw+vRplixZglAoRKvVsmrVKvbu3cuqVatYt24dfr+f0tJSRkZGMJvNPP3003z3u99leHiYSy+9lHXr1rFx40Y2b96MRqNheHg40yiNGTOG5557jiNHjiCVSjMToWg0yoUXXsgPfvADSAvd/q+HFp3DOZxDGtnZ2WzZsgWLxQLAjTfeSENDA0ajkYULF/Kb3/yG/v5+Zs+ezWeffcbLL798VrNhtVr/ys3qz7cg48ePP2sLcvr0aerr6zEajUSjUYaGhmhubmZ0dBS9Xk8qlcpkZwWDQSwWC0ajMRPwC6AVRrlhaRl6fTrsNVvlZtgjQ65QcPXFlRzvN9PvSLJlVIqAOFlGFQtn5jJrnIifPtOKw51k59FRptZX0GxL0TIQI5VMEYxESaWEFJbWMq0uyWf7hznRE0QssDFvXIqVc7OQSkWEwiIEQjECgYjcPAtqhZCDR0+x71SMolwNc8ZJqB6THk4Gw3Had40QTsgJDUNZzghCiY/Ne2SU5ya5dIYfvbmYAss43J4gv3rlOP5AFxqNlqsWZ2EyhEkkpJiNCsaUaHCHZFy+rAK50M+L7xzE6pFjyVHztaUV5OXoEAgEDNtjSCQ2AsEgOVnpXKX9bRqGXaARh7nn2nGYTXrEYiGHTgewer2kUgpioVHa2trQaPUgVFKSqyAcBa2xiKuXZrP9eJC2wTDJlJ7evgG+NT6KTqMjEgeBUIDJoEYs13PNUjOxsJuA5xQnR+Pk5ORkXEWVSiVTpkzBYDBktIyxWAyz2UxWVhYajQaDwYBcLmfu3Ll8+9vfZtOmTXzjG9/gnXfe+crX+ZmtxiuvvMKuXbu49NJLWbBgAS0tLX9XjVy9enUm+PbYsWOkUimmTJnCD37wA6ZMmZLJ2FKpVCxZsoSJEyfidDpRKBSZHK21a9dy4sQJOjs7icViJBIJIpEIjzzyCE8//TS/+MUvIF0H/+WDb881HP8JzhykZzAyMsKGDRsoLi4G0lSnK664gs7OTuLxONdccw2rVq2iqqqKV155hZ/+9KdnCeX+PGzwzNQgmUxy6tQpFApFxjpXo9GgVqvxer3MmDGDUCiEzWbLdLzJZJJx48Yhk8lQKBQYDAZaW1uZWK1iYnX6cA64+9h4LMihhmHiiRRaYzHf/FolIzYP+44Pk5ujwunzodLms6g+wuk+SAnUiGUGLDlGxlVXcbrTw2sfnuLQ0XYQSMktnU44aSAl8PPc2iGisQSTa/M5rz6Jy2WlqcnJ3gYfCoWMaFJK3RgLpwck9I46icV0uO093H5pEYjgaGM/67ccxRNSIB4MEpHO4Yr58NsP3QQCbrKMcuZMNFNalEtproS3Pmpi16F+RCIRFy4sY/qYZIYLPL9SwaA/F4vewLzpxbR2jvD7zU7MJiNTa41MqXJDqIvmZjH7T9oIhuKMeGSUlpbyhx0ShF8GcKdSKQqNUeZNycPr8xNNSBGKhPjtTcy7eAZapZDDJ7sJBT3kZklxB0RcMDMXoVAAYjVytZzRvj0sPK+QioIIDQ0nCAQiLJiWT3NPgIsXllFcrEYmk+FwODAYDHR0dJBKpTAYDOTk5FBaWopYLCYnJ4dUKoXP58Nms/H000+zd+9enE4nv/3tb5kzZw4AV1xxxT98nd933328/vrr5Ofnc/PNN/PEE0/gdrszfz537lzeeust5syZw+HDh3G5XJn19okTJ5DJZIyMjOD1ejGbzdx66608/vjj2Gw2ZDIZd9xxB83NzQQCASZOnMjBgwdJJpMcP36cqVOnctNNN5GTk0NnZyfvvfceFosFqVSKXq/noYce4tprr6W2ttbFv0Bo0TmcwzmkIRAIzqqRsViMuro6br75ZgQCATfffDN79+7lqquuoqamhrvuuotFixaxevVqtmzZQkVFBZdddlnGzSoej9PQ0IDJZMrUWEhrGk+fPn2WFkQikZBMJsnNzWXBggXY7XY6OzsZGhrC6/VmKKlnJsRqtZqenh7MZjNDQ0MMDQ1hMBiYWxUmHo9TuOo85HIxhwfjyOQCbH2HKdCnWH5eNgbDKPG4kcHBYURSNXnlMzGZ1bQPCZDJI7gGj6GWhrjlyjkU5oFUIkWtkqMQ+dAoBYyryKK3b5AtRwVoFUkmlKa4Y830DGX6hffacHvjOP0SpHId0dhpDrTrUEkjzK7wUVhUSEFuKWKRiCffteEOimgf9DOxMMhsc4CW7gR5WXKm12rpGFKycFYlRbkpdh7sZNdxD0adkvOm5TKl1oJYLOZEk4O+kTBJksTENVgdHgb7uzjUKqDYIuPm1fkZcx27O479qJNYAkacLvr640QjfqIpJfm6CFfM9hMX51BbMR2vz89vfp8O3tVqtdywooT8PBNymYhpY1L43B5cQRlLF48jEAjy1mcB3CEFMhRcu8pCWVHWl9eBnpaWFkwmE7FYjFOnTqFUKqmqqsqkhRcWFlJYWJixh+/q6uL222/HbDaTSqX45JNPUCgU1NfX/8PX+X333cemTZtIJBKMGzeOgwcPMjQ0xN69ezPf8/fUyDPBtwqFgksvvZQlS5ZkamRRUVHG8dHlchEIBDIN9MMPP4zL5eKVV17h888/zwwDdTodCoWCK664gt/97nfYbLYU/wbBt+coVV8Rr732Gna7ne985zukUilOnTrFU089xYcffsisWbNYuXIlK1asQK/Xs3HjRoqKihg/fnzmgI3FYjQ0NJCdnX2WFuRvrZmDwSBNTU0MDw+jUChwu93I5XL0ej12u53s7Oyz3BpGRkYYGBgglhAy5FZw/rRcQlEBP312DynEKLVZ3HfDRBRCF3a7DY/HQwQDIx4Fly4qwOYW8uJ6O/GkiKCnF7+zC31WFUumKUjE/BxpiTHqiXPL12qpKdey42AP+0/amVilJdcQRigUYTabONKp4Hi3Gp97kHLjIJevmsHTH/iIROP4nb04hhrIK5/FZYvK6LEmONUVJBxwIgye5rt3zMHhGMXlctFvjdHnVIJIxV1XVpCIxfnp84dJJGDi2Gzqy+OEw2HUajVvbupmaDSJQp3FxUtqWVAv5f2tbYw6PUyukuMLxcg2myktNPHqlgQC41wAWvb/jqr8JPMnm/G4HOi0ShLiLEx6JcX5ej74vJcjnSpIxZlRFaGuNO2KEYvF8ET09Lqz0EvtXLq4ksGRUZ5+swFzVjb1FVKy1OnwO6FQSCgUorq6OrMNi8Vi+Hw+RCIR8Xgck8lEVlYWOp0uM+Hr7+/n+uuvZ8aMGRlHjE8++eQfEsCd2Ww8/vjjJJNJzj//fL7xjW/Q3d3Nt7/9bWbPns3Ro0eJRCLccMMNfPLJJ1RVVXH8+HF8Ph833ngjGzduzFjf+nw+HnnkEZ555hmsVitqtZrCwkICgQALFixg69atyGQyhEIhiUQi4zSyfPlylixZgk6nY/bs2dTU1NDQ0EB1dTU+nw+BQMDAwECcf4HQonM4h38i/lfVyEQiwSWXXMLjjz9OZWUlfr+fjz/+mB/+8IcIBAIWLVrExRdfzLRp0+jr66OxsZHp06efFTZot9vp6uo6K3g3lUpTbVKpFNXV1RkaTzgc5sSJE+h0OkZHR7HZbEgkEgQCAS6Xi6qqqsxDfjgcpqOjI8PBNxgMGI1GBAIBOw72gFDO0rklDFldPPv2aWLxJCZ9mjpcXFHLNUtMNHUG2HkygM81wvUr8ohGAmza2U9KbKQyL870+j/Zt27d72B/U4wUAqaWuijKihGMyjAYjQwMjnCqM0h5ZTUrZut4a6uXjsEIiXgUnbCDyxaV8mmDFqfThUUfRiaRkmOWMWuCme1HPRxqEwEpTOIebr6sNvM+Pf7qYQZG/Gh0uVy8QIck4WB/UwStVo2EEP32BIvmT6S2RMTPnt2JzRlFJldRP76YGZUhEgIVWUYFA/19SNRFFOYoUMjFvPzuIZo6/UhlCuZMK+e8egUnuiAeDWCz2um3J5lUm8+EMgGn20f47JAPo07GwlkFTBiTk7aUT8Bbm4axe4XIkoMsm6HIBMe6XK4/o8GlP2+FQoFEIsHhcCCTyTL28GcGt6lUiieffJLt27dTWVnJ3r17ufnmm7n77ru/8vV7pj7++te/Jicnh6GhIe677z6EQiEvvPACyWSS2bNns3PnTqLRKPfeey9vv/32V6qRg4ODFBQUMGnSJLZv347L5SKVSlFaWsoPfvAD/H4/RUVF3HnnnQwMDBCJRM6qjyMjI8Tj8c38GwTfnms4/ptw4MABvvnNb/Luu+8SDodZu3YtGzduJBgMkpWVxWuvvZYJp/H7/TQ1NVFaWppxuIA/HbATJkzIrJn//IAdO3YskUgEv99Pf38/zc3NiEQi5HI5JpMJo9GI1+tlYGCA6urqDD1ldHSUz3c3s/3wEDpjEbljLuTK81IcPnKC3cdGyM02s+K8YjQSJ4FAgGhSwtEOBc6gnLoiLyvPr2bPCT9bD7nRyf1MKgtjVKcDnTwBeP69NmLRGDn55TxwYyVSYZSdB7rQyrwolQpSYj3V5Tmc7pfy8WERQa8dW9en3H/HefQMJTncGkUrcVCYZ8QVkHLFEgsKmZSn/tiHzSPBqAxx4ZQEsWgAhUJBa4+f/U1R3L4wX1tez/lTDBxr7GXnMReTqmTEokFiKTUzJmTT3uvllQ/bSCbi1I4t4RtXVGKz2WnpGEAmk3E8eC0AzftepCQ7Ts9QlHg8xtjKQtYs0uN0unB6IiSSKUb8ObgDCW67OK3P+vnzO4kJjNSUa6jOCyASidBoNLzwbhMOrxCxVMW82VNZc56Evr4+HA4HYrE4E+hnMBhQKBQUFBQgFoszdCa73Y7X6+XTTz+loKCAl19++azNhsvl+od5qXfeeSevvPIKSqUy0wR4vV4EAgGpVIrly5fT2dnJsmXLWL9+PV1dXVx55ZWsX7+ekpISDhw4wAMPPJCxvr3lllsYGhpiy5YtyGQyPB4PH374IY8//jg5OTns2rWL4eFhpFIpdXV1zJ49mw8++ACNRoPdbkcsFjM8PIzRaMRsNnPs2DF+/vOfnwkw/A3wDDCbtHbjbdKhRbv5U2iRAjjEPzG06BzO4Z+I//U18oYbbqCwsJDvfe97fPrpp6xdu5b9+/cTiUS4++67ue222zIDuZ6eHhwOBxMmTMg49J3RRWo0mrOSzf1+P42NjYwdOzbzkH8mDLW3t5dwOIxEktZVKJXKDF31jC7S7XZjs9kIBAKYzWZycnJQKpW09rjZtKMHhzPC5csqseij7DoyQL9dREW+hEljdRma2LubjnLg5CjxhIDCqllcWNOFM6ik3y5gfIkAmTiCOacYs0FBY8sIr61rJh6Pk5dXwGXzJRlHRZ8/yLaDwyRSEi5eWMjmQwlOd4UIh4M4Bw7w02+dj1arRSgUcvi0nz0nnPi8Pi6Zr0QsiHCizU84rqDMEmdcdSkJZHQPBmhpH+BYkw0EMKZqDOfVeJHKNKi1enYebKNzIIyloIobl2ex90gnH3zWAwIRFeVlrFmQZlJIJBIe/OVm/CEBpvzxXDjTiM0V4nhHCgRC4u5T/OiuWZnP8NW1TTR2OBCL5aw+z4yYCNub03lkWtEId183CSDzQN7S0pIZxOn1egwGAyUlJWcNZIPBIDabDYfDwdDQEIcPH0ahUHDy5Ek++OADpFIpqVQKj8eTuRa+Cs7Ux9zcXCoqKti5cyeTJk3iyJEjmSbosssu4/PPPyc3N5eBgQHsdjsbN25kzZo1FBcX/9018tFHH8VqtWZSyuVyOY8++ijBYJCnn34anU6H3W4nEAhkjFlOnDjBo48+ysMPP8w999zDE088oSYd6ncnf6qPH5MOvl1Nmop8C3A9/xeDb881HP9N8Pv9RKPRTGceCoW45ppryMvLIy8vj40bNyKTyZg5cybr16/no48+yjhtAAwMDDAyMvI3D1i1Wk1ZWdlfHbBlZWWIxWLsdjsjIyNnOl0KCgrIyspCKpWSSCRob2+nqdPNB1tOIZIoqZ52A3NKTrFxezfeIOQWj+cbl+YSisR5bZMNqcBPXUmUAlMClUqFXm/g5U+CeAISkmEr915bRpZBxd6jvQiiDlII6LBKWDijlKI8LQ/9+lNsriRyhYo1K6dTZXHjcDjw+/34Yxr6XCbmjBdSWZLFL/4YxuvxEgmMUGp0cN6UdAMWiUvY2QDOkJLq/BjXrCijqSvMe1/Y0Mp81BaEyM9WcLRHTzzi4cjJLmJxIaacMm6+pJIcrZ8dB/sxKX0YDHrsfiWzJ+WTTMFPnj2AfdRHTl4hlnFXA9C893ksWi/FxUX0DEW5fvUYinIVPP3uMFaPBKnQx8zyUXKMYvR6PR9va+VUb5JkSkTpuHk8eIWcw00utu53YNH4IRUhJdZz9bJi/H4fdrs9M5ELBoOMjo7i9Xoz10dWVlamyYT0pmrdunX8+te/ztCRrrjiCi655JJ/+FrdtGkTl112GdFolKVLl2bWvHfddRcrVqzg3XffJRqNUllZyVtvvcW6dev47W9/m5moaLVaVq5cybZt2xgaGsoEDd53330oFApWrlxJY2MjK1asIJVK8dFHHyGRSBgcHGTx4sUsWbKEm266iRtvvDETEFhfX5+hm2k0GiZOnEhraytz5szhvffeexaYQvqgjAOfk3bcuBf4OenQIgFpMfk5kfg5/Dvif32N7OvrO0vHsXv3bu666y5uv/12jhw5wsGDB5kxYwbBYBCdTsdjjz121ib45MmTf6WLPKPR+Evh+Rk7+zNU5dHRUTo6Oujp6UEgEJCTk5N5cPf5fPT09FBaWko4HMbpdBIOhxEKhYhEIqqqqhCJRPQPu3nqjZNEIhGycopYNQtExLB6Ffj9AT7f341YbuKCBbOZWpXkdxtGSSAhFhxh1bQYRQU5GI1GBm1+Nnzejics4+oVNVj0EV557ygDTjE5Zg2r5mRRVpKmD/WMRNiy34fDE2VaqZPKIhXNPUHahmUUGoLMnpiDxZLeCp3ucPC79xpIJhJkW/JZNiXOtrYSAqE4sZAbvaiPrNxSrr6wCPuoh1+/dphoXIA5u5BrFqvQ6fTsbwrS0d5GR68bhSaf6VNqmVVpZ/1uH06/DIsuyJRxBrxRDcdb/UgFQbyRdIjx1DI3JblS7K4YVr+WEnOAuppKogkheo2Mz45EOHAqSCTsRRxu5poVFRgMBtRqNR0dHVgsFkwmE/F4HI/Hk6HE6fV6srOzMRgMZxmp2O12fvKTn/D555+TlZXFkiVLuO222ygpKfmHrtNPP/2UVatWZZgEH374ISdPnqS1tZUf//jH/OY3vyESiWC1WqmoqODRRx/lpZde4rPPPuOxxx7jgQceQKPR/JdrpFgspr+/n6uuuopp06ZlauR3v/tdZDIZY8aMIRgMotfrmTBhAu3t7cyfP59XX30VhULxLH8K9eshrdn4FvBj0s2GEbCSDr794/+tGnlOw/HfhDOH3Rk4HA5Wr17NddddB8CDDz7I+++/zz333ENVVRU33ngjK1euZNWqVbz00kvMnz+fBQsW/B8P2L9FuTqzDhYKhWRnZ2O1WmlrayOZTBKPx8nOzuaipVXkWIrYe3yIhfUuhEE/X7+8kqERL1KFh1RUxCd7o0RiInyhBHkWMxPGWWhoGWagtZdFY5NIpFoMRgtZBhVvrW9kz7FhRCIhi86bxsXnw8CQlYMDrdidHpIpOca8CRRkSwhERLy8wYZOp2ZmvY5ZVW4C7hDt7W4MYjFJdTbSmJc7rp2PAAHPv9+DVBhg9tgUClkEg8GAz+dj0x43kbiUQU+cxdMLODWURduIh0RMQiSSno5UVpVTWSDiuffdDLpzSSXMLJkcoSgbnvzjCAGfA7lcjMmko7qyGPeX72sqlcIVkLIgV0ZdcZSIv5/mNjGJpAiRECRxO4vmT8HqivPy+mGEyXwMehvBIMyvieP1Bfh4f4BIXE/LUIybV+Zi0gppa2slHA6Tk5NDIBBAo9Fk7G8LCgqIx+PY7XaamppIJBKYzWY8Hg95eXk8+eST/OpXv+KCCy6gqamJ1tZW/hGcEcDdc889CAQCjEYj06ZN44UXXuBHP/oRqVQqw3kWCATEYjFuvfVW5s2bRzwezzRFjz76KI888khmlfwf//EfrF69OiPY/MMf/sCKFSvYtm1bWgD5ZYNlMpkyeRtSqZRNmzaxY8cOjEYjbrcbpVKJSqXihRdeoLm5mWXLlvHRRx8BrCGdkuoDZpB2rJLwPxxadA7ncA5fHX/ebEA662Pz5s3k5+cD6SHdJZdcwsjICNFolLvuuovVq1dTWFjIa6+9xgMPPEBWVlbm5202G93d3WcJz88wAoCz7Hc1Gg1CoZCFCxciEono6emhv78/Y9FdXV2NXC7PZDt0d3cTiUSQSCQ0NTWh1WrRarVcvVjPiE/LedOKkUpSPPr8buyuGFKZkkVzJ1GWl+JIh519wSjzxkXpHEqxYFEuFrOCLTua2XOyBaNBz9yJ2dSPtbB2h5eQ30Z7rwupXENCPgWbP4S38TR7GxOU5Eo4b5yUMVWVCAR5hGMJ3tszTCgux90PuYYh2gai7GuWIsHLjFoNCnU2i2cVEoqmoEuOSOjCNnSSGXPzmDNNh1CYYs/hTkJBHxK5EW12NUqFnde3RvCHxSRiRcysl1NaUsisegluXxbheIR4SgbCBHKhh887sgiHwvi9QSzKLu6/bWGa3mP38vqmQ0RjDk4ZcolgpapABiktYy0ucpVh3FEjs+oWZ+pCV1cXcrk8k08hkUgYM2YMhYWFGfcpm81GW1sbarWaZDJJYWEhW7Zsoa+vL8MA+eyzz4jFYvwj8Pl8fPOb30Qmk5FKpThy5AhVVVV8+OGHpFIpmpubUSqVVFRU4PV68Xg8nDhxImNYsG3bNgoKCnj44Yd59NFHMzXy7rvvZtWqVX9XjUwmk9xxxx3IZDLWrVvHBx98wKJFiwgGgwgEAn7961/T3d3N448/TkdHBxdeeCGka+S/fPDtuQ3H/xA8Hg8XXXQRb7/9Nrm5uQwNDfHee+/xm9/8BrPZzCWXXMLFF19MaWkp3d3ddHd3M378+L+LctXa2koikWDs2LEIhUJisRhOp5MDBw4glUqJRCIkEgmMRiMSiYTh4eHMAQvpg/6MFaFUpkCq1FFelMOB4/38YXMniUSK2roJ3Lxcwx+3R+nqsyFOpoVRCk0ud19ZhieY4MV1dpJJIXk6N+MKEyRSCYqyZWzYaaV7KIpEruOqleOZUSNn/WfNjIzGmFItRkwUjUaDyWRi814XDX1pu+HZY+NcOCeHTw/Yae8apKYoidmcjUyupLo8i+c2pXAFFLiHTyCOtPIf103D5XIRCoVwBcQMec0IBQmuXVHMH7ZDc6eDaDSK37qf2y+rIpTUcci5EoCmPc+SjIVZvPh8Vs8U8NS7Q4QCfgqNPqaOVWUoUC+sH2XYKSIa9jCnJs7C6fkMDI7gcY+m+cMhE9kGCdXlJux2OzabjaqqKrxeL05nmrKm1+upqanBYrGcNbGJxWJ0d3dz991309zczLx587j33nuZMWPGWd/3VXHbbbexfv36zLalr6+PSy+9lKamJioqKti/fz/BYJBAIMBNN93EggUL+PTTT3nppZcyhXvChAmUlZWxbt06nn76aWpra/n444959dVXWbhwIQcOHGBgYICdO3fy5JNPsn79egQCAQUFBXz729/m7rvvRqfT8cgjj3DrrbeycOFCmpqacDqdpFIpysrK2LdvH3q9nhkzZnD69Gmi0ego6cMySlo0rgUeIX2wXsn/UGjROZzDPxH/z1+3Tz75JJFIhPvvv59EIsGePXt48cUX2bp1KwsXLuSyyy5j0aJFKBQKdu7ciVqtpq6u7v9IuTqT9TFmzJizqKiDg4P09fUhlUoZHBwkkUigVqszLkEFBQUZoxaHw0FfXx9isRitVvultayKnzyzDW8gSfGY2Vy/RMm6vRFG7CGS8TCi4CnuuWl2ZoDzrZ+uB5Eac241tVVmRpwpHK4g0UgIW+8B4vEIdbOu4dalSV754DStHYOIJDKWzjRRlC3k9JAWtTyJRe1GrLRQnKdFrZLx7PoQo84AId8g+Ro7V6ycgMFgQCwWs/9YL6f75RSbA0yvy6Ktc4h1261odXpyjBLcviiXXlhHYZaQ1ze7GXYmiTibuGKJhWgkRFOfGINaQEWBhLKyskwdevLDOHHUDLZtZU6tiAljC9l6QknAN4rDNkwoFGTi9CVcvSDJuq0N7G9wo1SqmT21mAWTtCiVShKJBG1tbWRnZ2cE0y6XC51Ol3n2ORM9AGSMVN555x2ef/55PB4PP/jBD/ja1772VyY/XxWXX3457733XkZH4vV6Of/889mxYwcejweDwYBUKsVqtbJ48WI0Gg0vvfQSQqGQ1atXs2HDBurq6jI18r777iMSiaDVannrrbe48MIL+fjjj//uGvmlaQr9/f0kk0mEQiHd3d1YLBYkEgmTJk368xr5Lx98e27D8T8EnU6X6WYBcnNz2bVrF3fccQc333wz69at45577sFqteLxePjpT3961jRncHCQoaEhJk2alDlgz7hcKZVKxowZk/ndZx5c586di1arxe/343a7aWlpYXBwEJlMhs1mw2QyoVAoGBwcRKVSUVNTQzQaZXR0lNbWVppabUjEIFVlMWFsNqf6xQy7PKREBmzDzdyxZhxCgvR2nabfIUYrk+IOpJhVp2dSjYUjDX1sOehiVn0W508KE45LKc/2sfbjRj474CCZhNHIZL57rRmXy03j6R7KzRFqiw2E40omj8/laFuMPU1CEJQyfLyT71ynwel0cuxYPzX6BFZZEaMCGTddtBy5TMIfP+nE4VdQW6FjSpmPWCxCT08KSTSOQpFNPBpizfKJjB9fxt4To3/6gFIpNGopSydG2Lg7gMMrIZHUMjzqprS0FLvdzuEjx5hTIUUgsxCIaJg7OZcRm4uX1g0ST0BlZTYXzYrgdls5caI/4ygmkUgwmUyYTCaEQiEqlQqPx0Nvby8qlYrs7OxMmnh2djaRSIRnn30WhULBq6++SmNj45kAvK+EP7e+VavVZGVlcfnll/PUU0+xceNGfvjDH/LII4/gdDqRyWR885vf5Be/+AWJRIJ33nmH8vJyPB4Pbrc7w6vdsGEDK1asYPPmzQQCAdxuN++//z4WiwW1Ou3GJZfLUSqVaDQa3njjDe67776M1ui2225DJBIxb948du/ezdixY1Gr1cRiMXJzc3nooYdQKBTMnj2b7du3nyY9wVkFfJ10zkaE9OH6PxZadA7ncA7/PNx9992ZGnbGIrylpYU9e/bgcrlYu3YtDz/8MCqVCqFQyIcffpiphdFolMbGRnJycs5iBPwtlyuA3t5enE4n06ZNQyQSMWnSJNxuN0ePHkUikWT0dHq9nkgkwsjICNXV1ahUKrxeLy6Xi66uLi5dYMaYlY/BIEevETO2IEzAL8TnHOG6iyZgs9n4YGsTYqmeMWUWBqx+8rLVrJ4t5w/bInijOfhcR5k23kxxnh6zqRuPV8/SaTJm1lZgMGZTVqBmw24vp/qiAMiiA1y7IsquxjidvUMUmUElECHNUXPZomqsVjsvvLsXoURPdYmca5ZakMvTD+Tvb9lGJCEjJtCjyxnDoknNHD16kuNSHXV5fq5aVI1EMgeBQMCWvYPsO9aEQCBg4tgsUqlOJLJ0s3DBmD5iwiyEtXV0DUXZ3iRm1JsiEdciEXZx353TMZuEiERiTrY6SCSFiBRZKBXpQMdQKJTZmptMJgQCQcat02KxYLfbaW1tJRqNZtLENRoNWq2W7OxscnNz+eCDD/jiiy+45ppr2LBhQyZq4KvgTI18//33EYvF1NXVcezYMX79619z1113MXPmTLZu3YrH46GyspJHHnmEG2+8kauvvpqysjJisRirVq1i48aNGI1GiouL2bBhA0KhkG3btrFr1y56e3tRq9WoVKr/Uo289tpreeSRRygsLMTn81FSUsKbb75JYWEhSqXyz2vkv3zw7bmG438Qfx7QJhQK+dnPfkZtbS2QFilNmDCB2267jZtvvpl3332XZ555hsWLF2O321Gr1fz0pz/NUK7O2Aj+ZZjSmWDBmpoatNq056ter8fv92M0Gpk6dSqBQIDBwUH6+/vxeDwolcoM71Emk2E0GrHZbFy+YiKxWIzBYQcSmggElKgkShIyBedNL6W+bgwb94XY3+hBIXQzqdRBsUWJ0aDgRFM3r37YSiyWYsRbzl1X1GFQRjjV0gvJMCadmHBSzczxSqLROI+/ehyHO0p2dg5Xr7KQI3TR2NhILBRlcnkOgw4Bq5ZVYDIZ2XcqwoHTUvJNCaZXeRiTHaK/r4eDDSO09/qIJwN0m6q4aJEW+2iYP2zpI08fZGGVF5NRh9lsprVjkLWfWSmfkn7fUqkkY4rkNJ1uJVce4cq52fSPSlk6eyoAv9/Yz6DVT64li8sWCZAJnJw4YaWl24tcLsXjj1OYn0NxcZoyNTg4SFZWFu3t7Rn6UlZWVia7xWKxkEql8Pv92Gw23n33XTZs2EAoFOKuu+5izZo1AKxcufIfvu7+3Po2Ozub06dP09XVRX5+fsZeWC6XIxKJyM3NZcuWLUgkEpYuXcrGjRszB/2cOXN4++23USgUHD16lPvvvx+ZTMayZcvYtGkTAwMDjI6OMm/ePC644ALC4TC5ubmsXbuWnTt3ZmhjPp+PmTNncvXVV9PY2EgqlSIYDHLDDTfw9a9/nTvvvJPXX3+d4eFhJk6cCFBCWghnJO3AoQGuBo4Avzyn2TiHc/j3x18GmJaXl7N58+aMTeuMGTO48847cTqdlJSUsHTpUkpLS5k3bx5vvPEGb7755lnNxpmk6vr6+rNcrjo6OohEIkyYMCEzsY/H43R0dGQ2z4FAgN7eXrq6ujJUF5lMlnFTCgQCKJVKcnNzcbvd9Pe0YpPJ0AvDXDk/i9zcdGH5eEcHx1v8pFI+ikoqufwCLzK5g66+OOfXxBmxdSKfUkx1yQR6B508/cZR4gkhObnFXLVQiFGbJJVKMbtWhM/jxh9Kcs2ySZzojNPQGSca09J98BjfuKqG8pIiBAIBH+/qxeWLgcDDYPZYuru7GBkNY/UqCEWSBAN2LKYyRIRxBuTsODJEMuUgK78GubQDdyyHQ6f95OqCXL6sCEQmZtebGbb7ePVjH3EiyFNirlua4IODWpyeFLFIAEGoG31WGRH5dJ7f4EcY70QsFFI/roCSAjMpkYwZtWoSiTJaW1vRarXEYuncLJVKRVlZGQUFBYhEIgoKCjKU49HRUXp7e3nwwQdRKBT09fWxY8cOzGYzdXV13HPPPf/QdRcOh7n//vt55ZVXUKlUFBUVceLECQAOHTpENBrl6NGjSKVS5s2bRzQa5fnnn+f06dOZRueuu+7ijTfeYMWKFfzhD3+gsbGR9957D5lMxhVXXEFlZSW7d++mr68vnWE2d+5/uUaKRCK+973vceGFF/LYY4+xZ88e+vr6zthIZ5MWiZ8JvjUAbcD3/5Xq47mG4/8izjQbZ7B79262bNmSOTRHR0e56qqr6O3tRalU8rOf/YyLL74Yk8nEq6++yq233po5jCEtoGttbT0rWDCVStHT04PX62Xy5MmIRCJMJhM5OTkcOnQIi8VCMplkeHiYYDCIUqnE5/NRVVWVmQhZLBaGhoZIWK0snRAlGrVhMBhwurw0tEdIJgXYHSNUL64lhoYXNnuIhdzoNFIiMQFzphSRbxbx65cP09IdRKnScsmyWSTjIT4/GmbLfjf+YAqBUIgpt4ryAhX9Q0ne+rSfAouWWbUJKrJ8BL1+2js8nO6KkESLyx+jrqYCkUjAWxsa0Gs0jK8Q0GuNsWB8EhERfr/ZTjBuwNEvpG6MCpNJwYadNoJeK1q17k9vfirFoD1Gl7scqSjMkslQlRtiz/4GEvEQMqkEuUJJVnYO4yrzGBnV8rsPR8jSq1k2K4JCHCUra5T+fjdut5va2lpEIhGFhYVEo1E8Hg9er5fjx49jNpvJzs5GrVaj0WjQaDTcfPPNfPbZZ1RWVvLOO+/w5ptv8tprr1FeXv6Vr68zU5tXXnmFZDLJ8uXLKS8v5+GHH2bjxo1cfPHFdHR08PDDDyMUCrnqqqtYtWoVn3zyCY8++ihbtmzJCPjOpLieWXFbrVYSiQQHDhzg0UcfJScnJ2MxeeeddxKLxejv72fdunX09fVx9OhRcnJySCQS9Pf3k0ql+MEPfoDP58s4d5WXl3PTTTexbds2Jk9Oh3MNDw9DepNxH2n6lIG0O9UawPF/k496DudwDv88mEyms74eGBigqqqK++67L0N12rhxI7fffjtlZWU88MADrF69muXLl7Nu3TrMZjNLly7N2OEmk0mam5sRi8XU1NRkGpxwOMzJkycpKyvLsArUajU5OTn4fD7mzJmT0YsEg0HC4XBGTC4UCtHpdMRisUwY3BlDEKPRyPRaIx63k0DCyFXLixEko/zq1SM4Xd0YDAZWzDFRqEmQSCTYsr2RSNiLWpuLzDgWvd7Op3u6/j/2vju8ybr9/mQnze7eu3RPaIGyS9llj7JlIyhDQBmKDEFBEEHZKMqSDbL3HjJaWloodNC990o6Mu7fHzXPjyIqCr68ft+e6/pc2gg1eZLc57nXOYhNUsPaTIguoVZwcbAAm82GnYUWEmE1KogPN3shoKtBdPRDPMnmwdpcikoVoUYrQt9QLiQCB2w/EYW6umKIpDawtdGBjMyQW1yH7Hwx6mrVEBgZw97OCuZWxjh5phbqWjHyC0og5hPCQhsSGSMRH/bGVSis0qC9rxyAHnV6GURGXJRl34OrLR8Ka0cUltZBVV2B4qwMCERK1JMErtYlEAs4yM+vQ0lJCczNzZlrTUTgcrkQCoWM6tTzXX8LCwtYWFhgypQp+PrrrxESEoKwsDD07t0by5cv/9ufr+dN/a5duwYiwpgxY3D8+HF89dVXmDx5Mvbt24fa2ga/llGjRmHKlClITU3FuXPn8O233zJqU7/88guuXr2Ko0ePQigUorCwsBE/BgUFwdHREbdu3foNR86cORNsNhvZ2dmvxJGfffYZw5G1tbXIzs4GAHf8C4xvm3Y4/ouxYsUK5qaxqqoKp06dws6dOxEVFYWePXti3LhxaN68OdhsNh4/fozq6urf7HckJSVBq9Uy+x1AQ/v54cOHsLW1hZWVFfR6PVQqFbKzsxEXFwcjIyPU1tYyexXV1dVMEsLhcKDT6VBaWor09PSG38cyhbmJCK6OFlh3RIPC4grUVObAUlyEsYP8cfxWHYpLSpCYmASRkRjmTh1Qqy4FC3pw+RLUVuWguugRRvfzRZlKgOoaLbLyq5GarQabw8GCySGwMhXi7PUUqKoq4GLDAYfDgbGJCUyMjbHuh9tIzqoFi8VG27ahGNSeg4KCIhQU5EEoFKKszhzGMi4CvCyw/3IlYpPrAQJkggpIHRtUn+KvroGNCQtSMxewWSxMj7RDSo4OP54uARELYmSgV0se6iFHYpYGZZW1yKswBQEY2cUIns5SZGdno6CgADwej7l2crkcPB4PNjY2EAgE0Gq1KC4uZmQYY2NjYWlpie+++w5jxozBO++8A6BhX0cmkzFa438Hz0vfGtxMw8PDce/ePUby9sqVK6irq4OFhQWkUikiIiJw//591NfXIzk5GRqNBmw2G4WFhfDx8cGnn36K3r17QyAQoKamBidPnsSwYcPAYrGY7pujoyPc3Nzw2WefQafT4YsvvsCpU6fAZrPh5eWFqKgoJCYmQq/Xo1WrVowiSd++fREdHY0ff/wRO3fuRHJyMsrKyvDkyRM1GiT9BgAYBCAfwIcA9rztFnETmvCG0PQ5/ouora1Fx44dsW3bNvj4+CAhIQGHDh1iZEjfffddDBw4EKampqiurkZMTAxsbW3h6OjIJBtqtRpxcXG/2e/Iz89HZmYmAgICmISFiBAfH9+gtvjrEQqFkEqlSE9Ph7W1dSOVytzcXJSUlEAsFsPU1BTGxsYoKFLhx2MJKKnQwD8gCIPashD7tAhXH7LAY1WjrLQItXU69OnVCcFuGqzeHouyimoYm9piUEcRdHXleJQOONtIoBA3KAkaZGgXrbuKskoNeAIRWgY4ooVrPWQyBcRiEe5GJyKzWIi2IU5wsODim2NcqFSVKM99ACt5Ddq08oOfhzm4HBbO3sxFerEIpoJcdGlthZy8Ipy6VQalQo62AQr4etgw12/zsWpU1ElQmnkDAzrIEFPgi+p6I1QVJ6Eg7TrGDA2Hp4sZ5BIO1Go1kpKSAKCR/4mVlRUcHBwYSXaVSsVI39bV1eHWrVtwcnLCpk2bcOrUKZiZmTFFUoPgwN/BlClTcOzYMeh0DTWr0tJSDBw4EMnJyWjbti22b98OR0dHJCQkIDw8HESEgoICtGnTBmlpabhy5QrMzc1hbW0NhUKB8+fPN+JIvV7P8COHw8FXX32FefPmQavVMhw5fPhwHD58GE+fPkViYiJatWoFGxsb7N+//69yZC0avKq6oyHp+B7AJCLS/+0L9A/gv77DYXBc/F/ErFmzmGAnk8ng5+eHvLw8HD58GIWFhdi8eTMePXoEZ2dnZGRk4NKlS0yyodfrkZCQAIFAAC8vrz+s5rDZbNTX16OyshJ9+vRhWnq5ublITU1FXV0djI2NG2lbFxYWwsHBASYmJqioqEBJSQliYnLhqSTI+bZQy4V4d3BnXIxhI7O0FBqtCGxOGoglArhSgFWF8uJnEAkl4PKNMC6yPZRmtjh9ugw6PaGi6AlGdJHAzNQMMpEOJy4n49ilFLAA+Pq4YfIAO+Tml+LSjThIxRwoZHwYyRzQq40EtfVqfLsvFTo9Cx5uFujbFigtLURsbB7EesDZwhpFJaXoF+6FSykN15pIDx2EaOdeBpGgYbE++pEWPI4IVdUV8HHmw9nNF2sOqlBfXw91ZT7auqci0NsZDvYSlJeXo7KyEkFBQYzUYmlpKbKysuDo6AgjIyOYmpqCy+XC0tKS6SwVFBRgzZo1yMvLw7Vr12BsbIyIiIhG+zt/B+fPn8cPP/wArVaL0NDQRtK3/fr1Q1JSEo4fPw65XI6ZM2fC398fFy9exOeffw42m81874gIhw8fRuvWrTF16lTMmzcP58+fx7Rp0+Du7o79+/czs6VVVVVITGxQ5fLw8AAApKSkYOHChbh37x6ysrKQm5sLiUSCsLAwsFgsqFQq9OjRAwsWLMCgQYPAYrFw5swZSCQSZGVloba2FmiQvM0FUAsgAQ3LcNKmZKMJ/+v4X+ZHoVCI69evMxzp7e2NvXv3IjQ0FAsWLMDx48cxZMgQ8Pl8lJSUYNy4cWjbti1zvSorK/H48ePf7HdkZWWhsLAQQUFBzM28YV9SLBbD19cXLBYLdXV1SE9PZ3i2trYWNTU1EIlEzL8HBARAr9ejrKwMSUlJqKurQ792Mjg6OUMibugWZxRVQEsAQY4x/WTQ1FQiMSseMfUK9G8nhEThCjMzBeRiLjbtLcOTlCLcjS9CkK8LOJxUyOVKKJVySI3YUNWw4ODsiX5hSjxOKsLOK/VgkQrulkL0ameGYpUeV6OKEGgHPEpnQWFniuHdrZGWU4k1+4qh1+uh5JVg6jAfcLmmAIANu++jTMVGUakGWr49oImHWiMElydCqFMZXNyagag1JEZcJF0kVNcDxOLA1FgCK0Ud2KSGVtswCmVlZQULCwtoNBqUlZWhpKQELBaLUdOUSqWQSCSMFUBhYSGOHj2Kbdu2MZ5Uw4YNg6Oj42slG+fPn8eOHTvwySef4JNPPkH37t1RWlqKc+fOYcmSJVi5ciUjphMSEoLPP/8caWlpOHXqFDZt2gQABlNafPvtt+jduzcKCwsxdepUzJ07FxcuXMD777+PvXv3MmpbCoUCGo2mEUempKTAy8sLSUlJGDJkCKqqqpCfn/93OJLQ4FelRoPxbep/W7IB/BcmHIWFhcxGvq+vbyNvgv81GAKpAVKpFPv374e7uzsAYNCgQfjiiy9w5MgR+Pj4oEOHDmjTpg169OiBjRs3YtGiRY3Gtn5PraOgoAAZGRkIDAxk/p9isRjl5eVwdXWFlZUV8vPzUVhYiIyMDGg0Gpibm8PExKSh02BsDC6X2+AX4WMN16oqVFXVIjX1GXRqEQR8GTR11ejSxgn+AYE4clsIrtIRmQmn0KKVHdqHuMLcXIaolHrwjcygqsiFXp2DwMC+UFVXI+XZM5gIq9E3zB75ZXyM7usEjRbYcUGHer0LeFSJiYM40GtUyE6Nw+NnVeBwuKjVEMwtzGBjI0VOMeH0jSz4e5gixLkILGcd1CrV/7+4RKiqIQil9nCyEeL05adwNtfD20YAjkAOZ3tbZBRqwRWaQo8KVBbEw6tPWwj4esTFxUGj0cDGxgY6nQ5cLhdyuRxKpRLW1tbQaDTMtePz+YxLqkwmw65duzB27Fi8++67uHv3Ln755ZfXvoF4UdoPAG7dusVI3/L5fEilUmbk6+TJk9DpdEhPT4eDgwP0ej2jGlJYWIhFixZh0aJFGD16NG7cuIHY2Fj4+/tjwIABOHr0KFPBCw8PZypV165dw/fff4+oqChUVVXBxMQEWVlZKCoqwv79+/HgwQPGtOizzz7Dnj17wGKx0K5dO2zbtg08Hg8ajcbw/DkAlqHJ1K8J/+No4sfGeJEjO3XqhKVLl4LNZsPHxwdjx45Fz549ERwcjCNHjuDYsWPo3bs3lEolrl+/jjVr1jBjoobx44qKCgQEBDAdW51Oh7i4OJiYmDTal9RqtSgrK0NYWBhEIhHy8vKQlpaGrKwsqFQquLi4MG7nlpaWTDJiZGSErMwM6HS6BkUmmzL0bGUHqUwGLoeDQ6ce4lp0IVisIti7BKBnQCFUlRoIOEoEeUih1WggUVhhVIQN8gtKsHb3U2i0OjjamODDsWaQyyXgc9ng83lQCotQrzdChxBLpOXV4WyUCjrwUVOeimmRjrCx8gYAPMoUgIVK1NfVQyyuRUJCAvTgoapOgsLiUtTX62Hj0hIiiSmkxoTtO2Og12lgbKzECFE2TEyMoRPIEeaZj4S0WlTIhOjbIQLV1VUoKChAWVkZjIyMIBAIoNfrwePx4ObmBicnJ+h0OhQXFyMjI4PZNRWJRLCyskJycjLu3buH6OhoCAQCnDp1CpmZma/ltWHgRxMTE3z77bcwNTVFSEgINmzYAABo2bIlJk2ahJUrV4LFYqGoqAhHjhzB0KFDmTHnjIwMKJVKFBcXY+HChdBqtYiIiMD48eNx+fJlxMbGMrLMfD4fffv2xQ8//ID+/fvD0dER165dw+eff47o6GhUVFSgY8eOTHKRkJCAvXv3Ii4uDkuXLv0/xZH/VQlHXFwcBg4cCK1Wi/r6ekgkEmzevBmtWrVilr7+l/Gijnl2djYyMzNx+/Zt8Hg81NfX49ixY5g6dSpsbW2xfft29OvXD+3bt8f9+/dRWFiIzp07N6rm5OTkID8//zfVnISEBAiFQnh4eDABs7S0FHfv3oVMJkNNTQ3i4+MhFAohEolQVlYGT09PCAQCmJubQ6/X49mzZ7CUFKKXbzF4PCEsLGxRVqtFg1UCG1wuD+EdmkMu4eJRYg5E2nJ081QivVCC7iP7QiQUYsehaMQmqWBpaYmIDpbwsC/FruPJ4KMatko5CioJvg4Ed1d7FBRVYMuBx3BzsMDoCEJ1tQpW5sXIyKzAgXOpKK+oRrmKhTaTgmAsY+P4jQrmOhD00LNk+OkKQV3xDFVlOeDzxejXMxT+ZuVISUlBVVUVunqYIaVQib7N28GrmQ1KS0vB5XLh7u6OiooKpKSkMH4aPj4+EIlEEIlEkMlkcHV1hVqtRnZ2NiIjI1FeXg4/Pz/06NEDHA4HoaGhCA0Nfa3PSG1tLSZNmoSkpCTY2NjAwcGBWYBbvnw5pFIpDh06BLVa3Uj6duXKlWCz2dDr9XB3d0diYiLT2fjkk0/wzTffoF27dhgyZAhatGiB69evQyQSgcvloqqqCtXV1ejcuTNyc3NRW1uLYcOGwdPTE5988gnUajWmTZvGjON98803SEpKwrBhw7BmzRpcuXIFu3btQn19PWxsbODq6gp7e3vExMSgpKQEaJDDzQaw/L81kDahCf80mvjxz9G5c+dGP+/atQtff/01OnbsCCJCdnY2Fi9ejOPHj8PLywvbtm1jvD6+//57hIaGws/Pjxk/NvhhGQxaDTB0R573w3JwcACHw4FEIoG5uTkyMjKQnp7OFOPEYjEjtWtYTE9KSmJMURUqFYyNjXH/YTI0tVpY2vuBL7GBg6MEK7fcQnWdABZmSgwMs0aRygQrdxWCrS8Hiw2AxYOnhy30+hpcuB6PJ5mAoxUPI7vbw8SkobhYUaOFUFiHanUNRChCWYkQFWWFKKwUwUqpxagwAYxkljBVOKKqugYrvotBVVU2jOTO0Ffmoa5eA29bNUxkLHRsrkBemQB9w50gFWhw7kYa7sTHw9RYjO5tbdHJzZQpvBUUFMDOzo65T8jMzGSUpgwFuue7/qWlpdi3bx82btyI+vp6LFu2DMbGxhAKhYyv2etgwoQJSEpKQnh4OKqrqxEXF4fU1FRIpVKo1WocOHAA+/fvh06nw8CBA2FkZITPP/8c6enpOH36NHg8HrRaLbZs2YKQkBAsXboUP/zwA/R6PQoLC9G/f3+0atUKV65cgVQqRVVVFX7++WdoNBqMHz8et27dYvjx448/hlqtxsyZM2Fvb4+qqirodDps2LABiYmJGDZsGPr164clS5bg5s2bEIvF8PPzQ2pq6r+SI/9rdjjy8/MRGhqKoUOHYtSoUSgvL8fXX3+NU6dOYc2aNYiMjHypVf3/ckv5Reh0OnTo0AFz5sxBr169cO3aNRw6dAjnz5+HRqPB/PnzMWzYMGYvICkpCWq1Gr6+vo2qOfHx8VAoFI2qCC/OutbU1KCqqopxb+XxeODz+TA1NYVSqUROTg40Gg1cXV0BNHRXioqKUFBQADZXhMxyc/i7cODmZI7DlwsRlcwGm1WPVq5q+DhxUFFRgXqNHpsPPIVAbAILhxZo7WeGssp6xCWXg/SAtjwKI7pbMkZ6X+98hOLSevCEEgztE4gQTyG+PVSEqopS2BtXw91RgrRyWySmV4DqS1CjFcElsEENKvbSCijM3MDiCJCfchUcvhHsmrVHeEtzeFmVY+W2KIgkSgR4msHHTo2amhqmje7j48PIMxquoWGZrLa2lpH1k8lkjKHeuHHj4OnpCTs7Oxw7dgxt27bFggUL/vZ7/+ICnFgsxuzZs7F582Z89dVXmDRpEvh8PioqKiAQCDBixAhs3boVOp0OkZGRiIuLY5bDW7VqhVu3bsHHxweLFi3CwYMHceXKFTg7OyMuLg58Ph9cLhdEBJlMhhYtWqBz58749NNPwWaz4evri+TkZKSlpQFo6K60a9cOHA4Hffv2hYeHByIiImBsbIwjR45g8eLFMDY2Rl1dHcrLy6HX62FlZYX6+nqUl5dDp9NNRZOpXxP+b+MPOfLv8iPQxJHP49y5c1ixYgWOHDmC2tpaHDlyBIcOHUJGRgZcXV2xcuVKNGvWDCwWC5WVlXj69CkcHR0b+WE9L87yvE9Eeno6ysvLG/GpQeHIsAfJ5XKhUCjA4/GQnJwMR0dHSKVSaLValJeXIz8/H9eii/AktQJCqTUGRzRHXkY8rtzNAJcvh7VbR0QEleFElAK16hJUFCXBQlKJmRO6gMvloLyyBl9svQ+1ug4ShRn6tJFAKqhFea0RbM34qFFXQWnmAAsTEVgsFlZ/dxeZeZXg8XhoF+yIAFcBTtznQVNbDpa2DPVaDloEuMDHkYWbURm4G1cCmUyBIE8FOreyQl4pQaupw5HzicgtUkOuNMewznJo68rA5XIZWdvnx5+kUinMzMxQVFSEkpIS8Pl8Zonc0LF68OAB3nvvPWYc98KFCzhz5sxr+W0Y9mENDvaLFy+GUCjEsmXLQEQIDQ3FpUuXmPfu/fffx4oVKzBo0CBUVVUhJCQE3377LVQqFYiI4ceIiAiMGzcOFy5cgKurK6Kjo8Fms6HVamFnZ4eQkBDs3LkTO3bswIIFC6BWqyGRSFBQUACggR/bt28PZ2dn1NTUIDQ0FF5eXggKCkJsbCw+//xztGvXDk+fPkV+fj6USiWKior+lRz5X9PhyMvLA4/Hw+jRo5n5b4VCgTt37mDGjBkwMjLC8OHDUVxcjOzs7KaW8kvA4XDw888/w9S0YfYyPDwcNTU1iI6Oxty5c3Ht2jW0a9cOPj4+qK+vh5mZGb766qtG0oAPHz78jZZ5dXU14uPjG0ntikQilJeXg8fjoXfv3qirq0NRURHy8/MRExPDGNloNBrw+XwIhUJUV1fD1dW1QU6wpASlpYWIjy+AqgowNlKgvk6FLm1cwGJzse9GLupqa2Fp44jiwjyI+Vr4WefheBYbfJESpXmP0KWFHfz9vfAsPQ9xCZno316G9AI2pEoztPEVYu+lWpRVc6AlGVKzc9CmpRcuP5NBq69GZaUKEslznx3SA+BAqrBGjq4OXo62MFWUwIJXgg27U1Gp5kBVV4XCGi+4uwsZqT6JRILHjx8zDrVKpRIODg5MxdGg556VlYUbN27g3r17TPBatGgRWCwWJk+ejNdN/D/66CNmAc6gHW+Qvr137x6AhvEDPp+P8PBwpKenIzAwEIGBgb+Rvt29ezeqqqrw8ccfY/bs2cjPz8fixYsxbdo0XLp0CX379oWlpSXy8/NRWlqKsLAwREREwMPDA3PmzMHVq1chFosxf/58+Pn54fr16xAKhaipqcGPP/4IiUQCIkKXLl1w48YNtGvXDs2aNcOVK1cgl8tRXFyM9u3bM5roOp2OB6BJjaoJ/7N4VX5ks9koKipqGrv6HbRr1w7t2rVjEoXx48fj4sWLaNu2Lezs7DB//nyUlJSgbdu2OHnyJA4ePNgo2SguLsazZ88QEBDQSJzl2bNnqKmpadQd0Wq1iI+Ph52dHWxtbRkDQUMxxsjICHq9Hnq9HlwuFywWCywWCxOGhjaIuOQWA/WPIeZrIJdJUFpeDVdrPdydlLjwsBZ6sSV0uQ8R4meJJ08SoNYYwdpcgsEdZShQSeHrbg97Sx52HI5CdEIe2GwufH3c0FVSApVKCSMjI3A5OhiJBDCzcUV4a1McukGoUFVBUy+CuugxlszsApGoITl58CgHdfVcaNgmuJ9qhLuJ+airrYZIZoWaasLKWW2g0bEgMeJCr7dCYmIiU3gzeDjZ29vDxcWFkRd2dXVlipEPHz7Exo0bYWZmhosXL+LEiRNwc3PDoEGD3kjS/KL07bZt2xAWFgYbGxvmPXFxcUFWVhZMTU1x7tw51NXV4fjx41i7di1WrFgBY2NjhIWFYe3atVi2bBnWrVuHdevWITY2Fhs2bMDQoUOxe/dujBs3DkBDEhoWFobCwkJMnDgRxcXFWLZsGQDAzs4OgwYNQnp6OiQSCSMkY/DL6ty5M27evIn27dtjw4YN2LlzJzZt2gStVouWLVvCxcUF+/bt+1dx5H9Nh+PixYuIiIhAcnIy7Ozs8PTpU/Tq1Qs5OTmQSqVMNWLq1KmNWsobNmxAmzZtwOfzmcy0Cf8fBm1og3qGRqPB4MGDkZOTg7q6OjRr1gz9+vVDQEAAVq9ejU8//bRRFeFlrWMAjCKTv79/o1Gs2NhY6PV6SKVS5Ofno6SkBESE+vp62NnZwcLCotHvfvbsGePoyWazYWxsjDtP9LiXyIJWp4ObWSkmRfojLrka52+lw8VCDWdbMXQsKXzdrZCbX4GV392DRsuGpY0LZgyzgrqqFMXFxaipqUOZ1h7ZxTqM6G6B/AoRDtxo6O48ub0ZXbp1Q5WoGwAg5sJymFvaQSB1grM8GaMHNEdxaSX2nHgK/2Zy5OSXo7BSgMhuthDwWMjJyYGnpyd4PB70ej2zJM7n85mOhqmpaaPPpFqtxrvvvovMzEzU1tYiKCgIixYtgpOT02u9x+fPn0e/fv2YBbgJEybg4MGDAMAswBluWGbMmIHIyEikpqbi9OnT+PHHHwGAWRQ/evQo+vbtCwDo3r07zp8/D3t7exQVFcHT0xNqtRrPnj1jFK+6dOmCTz75BPX19SAipvu1cuVKfPLJJ6ipqUFpaSlYLBYUCgVjdvj48WMMGzYMNTU1KC4uhlAoBI/HQ3FxMdhsNjw9PZGeno5OnTrh0KFDU4lo02tdpCY04b8bf8iRr8KPT548QVFREYYMGdLEka+IoqIiXLhwAcOHD2ceu337NoYOHQovLy8UFBSgW7du6NevH+7duwcWi4VRo0Y1Uq5KTEwEETHjx0ADz8bGxjJKkAYYfLJ8fHxQV1eHtLQ05OTkoLa2FnV1dQynGH53amoqdDodOBwOqqqqIZfLIJPJkJeXB5nSEkZGYpgqRbj6Swp+vpQOgAUnF1f0bd0Qi6VSKT756iwqVASlpRfCWtnD16YM3x1OQq2GDWdbGQaE28HISAwOh407j6px65EG1dWVCPOpgYUxGykZpShUKSHhVyO3WI86o9Zg6apRmJeMyuJnMHcIQX1JFEb0coJCoYBCoUBubi5kMhnz2jUaDerr6yESiaDVahtJwz+fSFy+fBmLFi2CUCiEXq/HsGHDMH369Nd+n8+fP48+ffqgvr4eEyZMYKRvp02bhn79+mHnzp0gIjRr1gwDBgyAn58fLl26hG3btkEsFqOmpoZ5TwwcOWLECJw9exYVFRVgs9mMwzgR4ciRIzAxMcHy5cvxySefgMvlYuTIkfj2228BAOvXr4dYLMaMGTNQVFQEIgKbzUa7du1w5coVxMfHY/jw4Qw/SiQSXLt2Da1bt0ZRURFGjRqFrKwsxMfH/6s48q13OAyZa+fOneHp6Yn3338fe/bswerVq+Hv74+lS5dix44duHHjBvr374/p06dj2LBhqK6uxpIlS9CtWzcsWrQIH3zwASP/+bLf/7+KF2ced+3ahYCAABw9ehREhAcPHmD79u2YPn06QkNDcfXqVfTo0QNyuRxRUVHQaDSNjJOA/+/S+vxinV6vR3x8PJRKJXMD7eTkhJKSEty9exfGxsYoLi5GQUEBTExMwOPxkJubCy8vL2bEi6nKS6oQGSqESitHc2935BdrcfBqNXRkhfzEfLg5K2EmBRISEnDpTiZq1DXgG5lAZuYGmRSIS8jDyetVcHUyRytfPRyMK5CZXgV1PQ8ikkOlM4WbszVaBrnj4pNfXxTpoanOwcjOXJiY2KC6uhoL11yAloyQ8KwKvbq1Rb+uWuTm5iKjuBgymQylpaUwNjYGj8eDQqGAl5cXRCIRqqqqGN12oVCIoqIi+Pj44PPPP4ezszMOHDgAoMFUyNAx+rt42QLcsGHDcPv2bTx79gwymQx2dnbIy8uDpaUlzp07Bx6Ph5EjR+LHH3+EQCBgFsgLCwuxcOFC1NfX48GDB7h27RpEIhGSk5ORlJSE3r17IycnB/X19aivr4dMJkOvXr3g6OiIMWPGoKCgADU1NfDy8oKZmRlCQ0MRExODsrIy8Pl8lJWVoVu3bti0aRMeP37MLNNdvnwZfn5+qKiowLFjx6BWq+Hu7o5ly5ahe/fuAPBfH0ib0IR/Aq/Kjzdv3sS0adPw8OFDDBkyBO+88w7Ky8ubOPJPYGZm1ijZ0Ov1WLp0Kc6dOwdPT09UVFTg5MmTmDp1KkpKStC/f3/Ex8cjMDAQWq0Wly5dgqurK1xdXZlrWF9fj9jY2N+MYlVUVODJkyfw9/dn3KVNTU1hYWHBFIQMnSmJRIKysjKIRCLY2NgwviNlZWVIS0sDh8OBprYCHCMOdDo+7jzMhEZTC7HSHuZWdlAoKrH7eALyy1iwt7eDt4sMbK4EbQI4uHynCoVlddDpCCrrBiWorIJaPM4UwMa4GuO7O0KhcAAAZOaU4nJ0Juo1VZAprRAWJERsIRt6tgI6bQ1kIg26B4sQ4tMLLFbDuFlycjKIiOluyGQyKJVKuLi4MKNGxcXFjK+JRCJhJG4XLFiAn376CT4+PigrK8Pjx49f+z1+UURFKBQynX+NRoP79+8DADp06AAWi4WTJ08yAgJ8Ph9TpkzBuXPnUFhYyHDkTz/9hLNnz6JLly64dOkSbt68iX79+uHZs2d48OABAEAul6NHjx6YOHEitm7diqVLl6K2thZ8Ph8xMTH48MMP0axZMxQUFMDU1BRyuZzp+EdERDTix+DgYGYv9MqVK3jw4AFatGiBuXPn/qs48q0lHAZ3Y5VKxdx0zZ49G19++SU+/fRTtGzZEmw2G5GRkbC2tkZ0dDTKy8vRvn17+Pr64tmzZ4yL8+LFiyESifDhhx8iNzcXeXl5Te3k38HYsWOZwMhisWBhYYE7d+7g6NGjUCgUOHToECIiIiASiZCfn4/Dhw83cmlNTU2FSqVq5NL6eyoeOp0OGRkZ6NixI8RiMaqrq1FWVoaUlBRkZ2dDIBAwXzaRSITCwkKw2Wy0aNGCGUV69uwZqqqq0NLFBNnlMnjYGMHH3RrJqQXYdaYENjZu6NuNi5SMEribPMGDWODs7XxUq+uRklWHnh3c4GBph00H0wB9FYLt1ZBLCmBs7ImSOg3zXIkIFqZiuLi4IC+/AGlpaaioKINQWA8zty7QsSXQaIqgVqsbPb+nT58yFXlDS1wmkzFL4iqVCpcvX8acOXNQV1fHfEZtbW3RqlWr134/X7YAd+LECfTo0QPffvstZsyYARaLxcybGkz9MjIycPr0abBYLJSUlODo0aNo0aIFli5dyrSIhUIhOnfuzCiKWFlZIT09HV5eXnBxccGJEydw9OhRjBgxAlwuF+PGjcO2bdvAZrMxY8YMZGRkQKvVwtXVFRwOB7Nnz8bx48fxxRdfID09HbW1teByucjIyMDUqVOxatUquLu7g8fjYe3ata8tDdyEJvxb8Vf5cdiwYbh48SLMzMwwZswYNGvWDBkZGU0c+RfBZrNx5swZhiMNI5729vY4f/48Ll++jPXr1+PRo0fgcrlo1aoVunbt2kh2PjY2Fm5ubo2MC0tLS5GUlAR/f//fFO/KysoQHBwMNpuNwMBAVFRUICoqqiGp0GhQUlIChUIBnU6H3NxcuLq6Qi6Xo7q6GqWlpcjIyEB4Cxm0LEcUq4To1Y6NuKc1SMlWQ6cjiBWOMJVrUKvKwo6jOXC24mLGMFfkVQgR4msKIjMcupWHGp0A+el8iHnP4GQnh0SmgFpdC5EA0Gh18PDwQIeWbMSd0EMPNnhcHuRCETwdABar4X6irKyMWQCvrKxESUkJ0x03OLY/vySu0+mQnJyMzZs34969e+jUqRNycnLQrFkzKJVKtG3b9rXez5eJqBw/fhyBgYE4dOgQampqkJqaiuDgYKxatQppaWk4e/YsvvjiC0YW/sGDB3j06BEjovLuu+/iyJEjaNeuHRISEhAZGQlvb28EBQUhISEBPB4PpqamyMvLg7+/P9auXcsoeopEIqjVauzatYsx5OVwODA1NcXatWvh6OiI2bNnY8+ePSgoKIBGo0Fqaio2bdqEp0+fIjY2FjY2Nrh69SqkUulr+XS9DbyVhOPRo0eYMWMGKisrUVNTg2nTpmHYsGEYPHgwEhMTceLECdTU1GDjxo1gsVjo1KkTHBwcUFpaipkzZ2L//v1Yu3Yt/Pz8MGvWLKxYsQLz5s2DmZkZli9f/pfayf9r1Z0XX6uZmRl2794NLy8vAIC/vz98fX2xYsUKDB48GBMnToRCoUCfPn1w+/ZttGrVCuPHj2d+j2Hvw9LSstFimEqlQlxcHLy8vCCXNzh6K5VKaDQaSKVSBAYGQqVSNXQMMjJQVVUFHo/HVIp4PB7MzMxQUlICe3t7OHO5cCkpYbog636Mho4lQ0ZuJeTmwejfwxk/ni6FVgfoUYahXeSQyBUwk9Vhz5lcZJaIAZYEQBEmDnRDYWER0jNyALj9+owJLQMcoKrR4OudCdBCBFPrABTnxgIAuHVJSE4uhru7O7hcLmPmZ2trC2NjY6hUKjx58gRarRZmZmYwMzODRCJhEqnw8HDMnz8fJ06cwNy5c7F79+7X+twZFuAMew4dO3aEUCjE06dPsX37dowaNQpOTk4IDg5GdHQ0tm7dilatWmHr1q3o0KEDHBwcwOVyG0n7LVq0CKtWrULbtm2h+lUy+NixY7Czs8Onn36Kp0+fQqlUQiQSYfTo0Vi0aBE+/PBD7NmzBxUVFVCr1QDAFAjatGmDJ0+eIDk5GRYWFoiKisK5c+fQrl07ZGZmoqCgAF9++SWkUilu3LiBiooKFBUV4dNPP33tzk8TmvBvxd/hR19fX8TExCA9PR0FBQWwt7fHokWL4OnpiaVLl2LevHlNHPmKePG1durUCVOnTgWPx8OQIUPQq1cv9O/fH05OTlCr1WjdujXatWuH4OBgbN++Hfv27WNGmIH/v/cRGBjI3CASEdLS0lBdXd1o70Ov1yMtLQ3NmjWDnZ0dqqurkZmZidTUVJSUlECpVDJjSFKpFHq9HhUVFXB1dUVVVRUkFaVISqqCEZeNkT2skFUsRPuW5jCWsrFsfQoKy7SISeDC398UbZqVobgIkMkk6O5fjCqtOcxNZHBzsMODRxnYcCAWfL4Enm6O6N5SDlNTgMNhI9A2E4/SObAyE2FUz7aorKxAVlYWtFotpFIpzM3NwWazoVAoYGNjAxcXF1RWVqKwsBApKSkQi8WwsLBgkg+RSITc3FycOnUKdXV1OHr0KEpKShp1nv4qXhRRkUgkmDBhAiOi8v7772PkyJHYtWsXLC0tsWrVKjRv3hwymYyRvs3Ozoa3tzczPrdo0SJ8/PHHjBJlVVUVw/lDhgxBYmIiiouL4efnBwCYMWMGLl68iKVLlyI/Px8ikQhubm6Ii4tDbGwsoqOjMXXqVBQWFqKyshLV1dU4fPgwLly4AKVSCa1Wi6+//hocDgdLly6FsbExysvLMXXqVMjl8n/leOR/fIcjNTUVLVq0wKhRoxqqyXl5WL16NQYMGIBFixbB1NQUP/zwA3788UewWCyEh4ejsLAQJ0+ehImJCWpqamBhYYHBgwfj8uXLqKiowMqVKzFw4ECo1WpMnDgR06dPR1lZGT777DNcuHChUTvZsMDbVN15OXQ6HWbOnInPP/8cUqmUmVEdPXo0qqqqYGlpib59+6JPnz5gs9nYt28fhgwZ0mjvw7Bk/qKhUkFBAePeaphTNSQsFRUVEIlEKC0thVqthkwmQ2VlJVMJMcBwY3/7cS0SkotgbOmFdwda4ZcnXCRksaGqyIe+IharFvRGaWkZEhIzIORpQXxz5JWx0bejHXR6woof0wGxB5SWXiDSI+b8ZwhvaYK0jCJklbDBE8hh7dYZfpapkEqMIOPkwtzcHJWVlaitrYVSqYSJiQnc3Nwa7bZoNBoUFRUhMzMTU6dOhY2NDSQSCY4cOfJGA4TBRVwgEMDe3h4qlQphYWG4d+8ekpOT4eLiAqBB3cbZ2Rl8Ph/e3t7Yvn07gIYF8traWhw6dAht2rTBJ598gqSkJOh0Oty5cwfBwcHIzMzExIkT8fXXX6OmpgZarZZZZtu8eTMUCgXi4uIwbtw4PH78GI6OjhAKhVCr1Rg6dCi+++478Pl8iEQiZha1Y8eO2LhxIz744ANER0ejpKQEvr6+iIuLg1arhVwux5EjRxAWFvb8y/3fudtpwv8qCHg9fly3bh0++OADAA17CNOnT0dycjJSUlJw+/Zt9OnTp4kj3wAM4zWjRo0C0DAKvH37dixcuBAuLi7w8/NDv3790LZtWxw9ehRKpRIdOnRotPeRkpKC+vr6Rqa8Op0ODx8+hLm5eSPRlpqaGjx8+BCOjo4oLy9Heno61Go1o6Tl4eHRyI8kPT2d2Yk0FJUUCgU+W38FpRX1sHIKxqieFuDqSrH+p8cgsOFoZ4YBHZWQypXIyK3BD3svol7LAVdsCzvXFhjYIhtX72Qgv1oGDzs2wtu4NFqaT0lJAY/HA5fLRXl5ObhcLmxtbREcHNzo80NEqK6uRkFBAbZv34579+6hpKQE33zzDbp16/bG3qPnXcQ1Gg3q6uowcOBAPH78GG3btsW2bdsglUpRWVmJkSNHgsViIS4uDjqdDlFRUYzHxZEjR9CnTx8UFRXh448/xoULF5CVlYVWrVph3bp16NWrF3g8HiwtLREbGwsigqWlJVq2bIl169ahvLwcjx8/xogRI5jO1KNHjzB//nywWCwsX74cRkZG6N27N548eYK4uDi0b98eWq0WKpUKiYmJUCqV8PHxwZkzZ6DX67FkyRJMmjTpRcWufwVH/scTjq+//hqHDh3CrVu3mP+4efNmfPDBBxCJRDAzM8PMmTOZDfyioiLIZDLMmzcPsbGxWLx4MXQ6HbKysiCRSHD69GmEhoYiODgYsbGxcHZ2xqlTp8DlctG5c2dkZmZCr9dj5cqV6NatW5OO+d/Ahx9+CCMjIyxatAgZGRk4fPgwDh48iKysLPTt2xezZs2CtbU1WCwW8vPzkZaWBj8/P4jFYuZ35ObmIjc3FwEBAcySuSGZAQB3d3cmGJWWluLevXsG9QXIZDJm7yMpKQlubm4Qi8XQ6XQoKytHQUE+KisrwRKYIa2Aj74dLSASCrB2bwYKq8QQcGrQq4UOCrEGKpUK1SoNEvLkKNF7QGrmC71eh9gLy2BiZg8TpRGKCnJQpapFt7BWaO1Rh8LCQnh5eTFBXafToaKiAiwWCzqdDkqlEubm5lAoFEylioiwdOlSxMTEwNzcHHFxcZg9ezbeeeed134/Tp48iUGDBv3hAhzQoIJRWVkJBwcHTJo0CcuXL0dRURHGjh2LrVu3NpL2O3jwIC5cuICKigrodDq0adMGIpEITk5OqK6uxr1791BcXIzKykoolUqcPn0a1tbWsLOzYyovPB4PBw4cgF6vx8yZM1FYWIjIyEgMGTIEH330EZN0SKVSrFmzBuPHj4darcalS5dw+/ZtLFmyBBqNhjEafA7/imDahCa8Bgj46/xo+D7NmzcPPj4+WLBgAdavXw+VSgWJRIILFy6gefPm4HA4TRz5D6G4uBhdunTB3r174eLigqtXr+LQoUM4e/YsBAIBPv30U/Tq1QsCgYCRnRcKhXB3d280KRAbG/sbvw/DpMDzCpFAg2hLUlIS6uvroVarIRKJoFAoUFxcjNraWjg7O4PNZqO2thalpaXIzc1t8MVQmoInkMPWUorD5x7jRnQB2BwhWjT3RVv3Khy4yYeqjo36mnIUpP8CYwt3+PqHwNcyE98diAaLI4JYbo3urSSwkNVAqVSisrISRkZGjZIkNpsNiUSC0tJSsNlsmJmZwdzcvFHykZeXh5EjR8Lf3x+PHj2CUCjE/v37G42i/R38kYjK0qVLsWLFCuTn54PP56N79+6IiYmBiYkJxo0bh5UrVyInJ4dRjTTwY69evdCvXz+cO3cOACAQCNC9e3dUVVUhMzMTHA4HAoEAPB4PMTExUCgU2LFjByIiInDgwAFERkbi/fffx9atWzFr1ixcuXIFeXl5qK6uxpo1a9C2bVv06dMHtbW1KCkpYURcDEaJI0aMwHfffYcOHTrg9OnT/1qO/I8nHJ999hl+/vln3L17FywWC6mpqWjZsiU6dOiACxcuwNPTEzExMWjTpg1Wr16N4OBgaDQacDgcqFQqfP7559i4cSNqa2vx4MEDeHh4gMPhIDw8HFeuXEFoaCjKysrg5uaG+Ph4aDQaZvbR0tISY8aMwfDhw1FVVdWkY/6KqKioYMaigAazwH79+mHWrFkoLCzE0aNHUV9fj+bNm+PSpUu4fPnyb4JjYWEh/P39mSo/EeHJkyfgcrlwc3N7qbqHRCJBVVUV8vLykJeXh9LSUiiVSlhYWEAul4PNZqOkpAS5ublwd3eHWq1GSUlJg3mOHoh+JkRhtQQyYTWmDXWHXq/HNzvuw9xMiQA3DtLK7JBeGwK9ToPYi59DZuIGLt8I/TsI0NqvQfY1OzsbXC4XUqkUJiYmUCgU4HA4sLS0hEQiYRb5CgsLGR11w9xlcnIydu3axeiRl5WVNVLp+qswtIk/+OADVFdXQywW4+DBg5gzZw7atm2L77//Hs7OzkhISECXLl1w8+ZNSCQS9O3bF5MnT0bXrl1RX18Pa2treHp6Ys2aNVi+fDmuX7+O3NxcdOvWDefOnYNIJIJAIMDAgQOxb98+qFQq1NbWgs1mY8WKFZDL5Th16hSePHmC0tJSVFdXQ6/XQ6FQICsrCzU1NXB2dkb//v0RGRmJb7/9Frdu3cKgQYNw//59hIaGom/fvujfvz8qKyvh7u4OrVaLgQMHYuXKlaiurm7UNcK/JJg2oQmvAQJejR9jY2PRs2dPtG7dGvPmzYNer4dOpwOPx0NZWRlatGiBjIwMDBw4kDEw+yc58n+dH4HfcuTmzZtx9OhRzJw5EydPnsS1a9fg6+uLwsJCtGrVCgsWLPgN59nb2zfih9+bFCgsLGRkzXk8Hurq6pCdnY2EhARUVlZCoVAwRnmGHQmFQgGlUomysjKUlZVBp9M1GK3a2qGokgcfVwVKqvT48bQa1TX1qMi9B2dbKbQsGdr6y5CQlIHrd9PBF8ng5DcEQztoYCatQUpKCrRaLXg8HpRKJZRKJYyNjeHm5sZwfW1tLYqKilBYWMh00P39/fHJJ59g1apVTDc7JyeHKVz+XVRVVaFFixZQq9XQarXQ6XTYv38/pk2bhpSUFGzduhUbN27EvXv34OnpiWfPnsHLywurVq2Cl5cXAgMDmbGoI0eO4IsvvmB2Lg2KjkqlEvPmzcOmTZvQo0cPbNiwgSmMEhEmTZqER48eITk5GVVVVYz5oYWFBSorK5Gbm4vq6mo4Ojqiffv2cHV1xZMnT5CSkoLu3bvj7t27sLS0xPXr11FWVga9Xg8nJycMHjwYK1euZD4b/0aO/I8nHIcOHcLQoUNx+/ZthISEYPXq1Th69Chu3bqF/fv3Y+jQoeDz+aivr0dISAi+//57sNlsxMfHY+DAgfjkk0+wevVqODg4QCAQoGvXrsjLy8PJkydhb28PY2NjprLD5/Nx7do1qNVq9O7dGzU1NTh16hS6devGVNe7deuGwsJCbNu2rUnH/BURFxeHqqoqtGnTBkAD4Rw+fBizZ8+Gu7s7ysvL0atXL/Tt2xdHjhxBs2bN0Ldv30aKVgYnc4MmN9AQeGNiYn6j7lFVVYX79+/DwcEBFRUVKC4uRkVFBbNU5+3t3Wg2NjMzE9XV1RCJRKisrIRYLIZSqcT3hx4jJUsNgIWWIc0R6O+JX9JsoNPW4+GlL9C7gx0c7S3h59HgApuamgpPT0/w+XxUVVWhpKQEFRUVsLOzg5OTEzODagARISoqCp9//jmioqIQHh6OgQMHIiIiopFB1N/FpEmT8PPPP6OoqAgeHh7IzMzE5MmT0bZtW0ybNg0FBQUQiUSwsrJCaWkpysrKsGzZMhw/fhypqakoLCyEUChk5mT79u2LnTt34t1330WrVq2Qn5+PDh06IDMzE4mJiXBycsLq1avRvn171NXV4euvv4afnx8GDRoELy8vjB8/HikpKYyfSMeOHdGtWzfs3bsXNTU1GDJkCFauXAk7OzsUFxcz6ladOnWCi4sL9uzZA1dXVyxYsAAhISGM0eRLbmD+FcG0CU14DRDw5/w4bNgwzJs3DytWrAARYfHixcx+VUxMDJKSkrBy5UqMHz8eV65cARG9cY5s8sL6c2zfvh3Dhw9nrk1tbS169+6N2tpalJWVwdPTE/369YO/vz9Wr16NJUuWNBLJMMjnvihHn5+fj6ysrEZjyYaRJo1GAxcXF+Tn5yM1NRWlpaWorKyEqalpo+5DXV0ds49nuDFXKBQQCATIy8uD1NgZcgkHxgoRzlx9grM3s8Fi88HlS1BZnAz3kFEY17UWpQUNKk52dnbQaDQoKyuDWq2GhYUFLCwsXip7W19fj2+++QY7d+4Em83G0KFDMWjQIGbv4XURGRmJAwcONBJRmTx5MthsNtavXw+RSIT6+npotVpYWVmhoKAAnp6ejAM60HB/MmrUKGZSYOfOnZg8eTJ4PB66d+8OlUoFG5sGJcu0tDSkpaWhvLwco0aNwvDhwxEZGQlfX1+GHxcvXoyOHTvi+vXraNu2LXr37o2dO3ciLy+PEULKzMzEs2fPIJVKUVdXh169eiEqKgrNmzfHo0ePcOjQIfj6+jLv90uSsn8FR/7Hl8YHDRqEfv36YdiwYTh58iRqamqY+fDQ0FBIpVK4uLjA1dUVhw4dwqRJkxAXFwe1Wo1NmzbB1dUVd+/ehVqtxvfff4/ExESYmZnhl19+QVxcHFasWIHc3FxGYszQAXFxcUFcXBxmzpyJEydOQKfToVevXigsLIRUKsXUqVPRqVOnJh3zV8CLwaG6upqpGlhYWKC4uBg///wzhg4dCiLCoEGD4OHhAU9PT9TX1+Pq1ato1qxZI/8Jg5Sgk5PTSwNvy5YtIRaLQURQq9VIS0tDYmIiFAoFnjx5ApFIBGNjY1RXV0On0zGzsUSEqqoqJCcno42fCBamRqjRKTCqhxIxmf9fpYrNZsGrmTWE3Ho8fPgQGo0GdnZ24HA4jZSnDBWo52VvDeNUIpEIUVFREAgEyM3NxZMnT3DkyBG0bt36tRIOw4K4wRDIzMwMkZGRWLduHX744QeMGzcOkyZNwtdffw0TExNUVlYyHYoxY8agX79+CAwMhJ2dHcrLy1FXV4eFCxeipqYGp0+fZsynnjx5goiICEyYMAFDhw5FcXEx+vTpA5VKhb59++LGjRuYP38+qqqqMHbsWPD5fOTl5TEFgoqKChw9ehS9e/cGAHz33XdYu3Ytrl+/jvz8fEYdRygUYvv27dBqtXBzc0Pr1q1hZ2fHvN7/9WppE/538Uf8GBERAVdXV5w5cwZt2rRBdHQ0Fi9eDBaLhS+//BJqtRojRozA/fv34erqivv3779xjrS0tGzywnoFGIzfDNi6dSu6deuGOXPmQK/XIyoqCj/++COmTZuGNm3a4MqVK+jRowekUikePnwIlUqFgICARryRl5eHnJwcBAYGNhpLTkpKgl6vZ5QSHRwcYGtri5iYGAgEApSXlyMtLQ08Hg9isRhZWVlwdnZmuiZarRZ5eXnIyMhoeA/1peBzjUFEOHv1IVgcCYRia1ja+6JOrkGQTRqePc1nuI+IwOPx4ODgAFdXVwBoJHtrbGzMTAdUV1cz+0bt27fHmTNncPXq1ddOOF5FRMXZ2Rk+Pj4MR+Xm5qJ9+/aYNGkShg8fDisrK9TV1aG4uBgXLlzAoUOH0LVrV5w7d47x2jp48CCmTJmCI0eOQKVSQa/Xo66uDu+99x569uyJiRMnMopkMTExSElJgVAoRHZ2NogIKpUKBw8ehI2NDXJycrBu3TqMHz8eY8aMQW1tLSoqKiCRSJj9k7y8PHz44YeM2Sfw7+bHfzThYLFYzQBMHjt2LJycnDBy5Eg4OTlhwYIFmDNnDoYNG4YxY8YgLi4ODx48gEKhAI/HQ7t27bB48WLU1dXhxIkTaNasGfr06YMpU6Zgw4YNEAgE+OijjxgVjz59+sDMzAx9+vTBpk2bkJCQgIEDB8LHxwcajQYsFgt+fn5IT09HSUkJ+vXrx3w5LSws4Obmhtu3bzfpmP9NSKVSXLp0ibkGpqamyM3NRXBwMNasWYPTp09j6dKlyMjIYCrhXbp0Yf5+XV0dYmNj4erq2mh+s7KyEgkJCYxuOQBmUa62thZ9+/ZFfX0943uRlJSE2tpaSCQSFBUVwdjYGCwWC9nZ2bCxsYGFhQWCft0jeJLwCJrqejjwPZBXb4l3BraAu4sVqqqqUFZWBnd3d1RVVSEhIQEcDgcmJibw9PRkRsUMsrfV1dUoKipCZGQkioqKoNfrcfLkSQgEAgQEBCAgIOC1r6/BIdXGxgbm5uZISEhgXMRTUlJw7NgxfPfdd1Cr1TA1NWWeh5GREezs7NCnTx/U1dXBzs4O5ubmmDRpEs6ePYsFCxagqqoKvXv3RnBwMK5du8bI9Xp5ecHW1hZPnz5Fu3btcPPmTVhbW0MoFGLw4MHYtWsXtm7ditLSUnA4HPD5fPzyyy+ora1FZWUl2rdvD41Gg7S0NBQVNcgJV1ZWMoobfn5+WL9+PQ4fPszMyTahCf9LMPAjAOXSpUv/lB8NIzRisRhz585FQUEBJkyYgEWLFiEwMBCdO3fGV199hdDQUADA4sWL3yhH3rp1q8kL629i2rRpzDVgs9mws7PDvXv3cPjwYUaO/ptvvoFMJkNmZib279/fKNnIyclBfn4+AgMDG40lG3Ygnzcd1Ol0v9kH0el0yM7ORlxcHMRiMcrLywEAEokEarUa5eXl8PX1BZfLRUVFBfLzG/YiNRot6lWlEMqdIeBzMWNCS6SlpYHNNoVUKkVBQYOEvJmZGVq0aMEU6J6XvS0tLcXVq1exaNEi8Hg8jBgxAt26dQOXy8WQIUPeyPX9Mxfxy5cvAwBOnToFvV6PlJQUxMfHw8PDAx07doRAIGAU4a5evQqBQIB58+bhzJkziImJQUREBK5cuYKKigq89957mDdvHqPm2KFDB4wfPx4dO3ZEbW0t3nnnHXTt2hXTp09HcXExWCwWUlJS0LFjR1y+fBlPnjxBr169ADSIROTm5jJ7MDk5OVi5ciWmTJmCPn364PLlyygtLWW6Wf92/GMjVSwWywvALwBuRkZG9rxw4QKaNWuGSZMmYezYsbh16xYWL16Me/fuwdXVFTk5OejduzcOHjyIO3fuwMPDA7dv30ZYWBjq6uqwevVqVFVVYcmSJTAyMsI777wDDw8P5ObmYvXq1TA1NWVkVL28vJCRkQEej4euXbsiJycHp0+fxieffILvv/8eWq0WmZmZEAgEuHjxIurr6zFs2DCoVCqYmZnh9OnTjI55eHg4MjIymKW6Jh3zV8O9e/fQokULZom6pqYG/fv3h6WlJaqqqpCSkoLw8HC0bt0a69evx44dOxp1Np43SXp+WdFQ5Xlx+Tw5OZlpdRoMBkt+ldFVKBRwcnJivrT19fVISEiAjY0N6uvrmcU2sVjMtLuff09ra2vBYrFQU1MDFosFc3Pz3yzA7dy5EwcOHECPHj1w6tQp2NraYvfu3a99HZ93SD1z5gweP36Mzz77DADQv39//PTTT2Cz2dDr9eDz+SAi2NvbIyUlBQEBAZg1axY2bdrEmPg5OTnhwoULiImJwalTp7BpU4NfUFBQENLT0zFkyBD4+vpi06ZN8PPzw+XLl2Fubo6ioiKMGzcOu3fvxpo1a3Do0CHcv38fqampTJLTunVrbNq0CXfv3sXSpUsRGBiI69evN1qAKywsxLJly7BixQosW7YM06dPf9k86ov4375bacL/OTzPjwCqjI2NI1+FH48cOYL9+/cjPDwctbW18PT0hEajQU5Ozj/OkYMGDUJ5eTlOnTqF7t2749mzZ+jatWsTP/4N1NTUML4cBly9ehXvvfceunXrhhs3bsDY2Bj9+vVDdnY2AGDevHl/ugNpWD63sbFp5HBuULry9PSERCJhOhDZ2dmoqKiAg4MDU6ADGhQly8rKsH53DGrrNLB0CIKlgx/C3RpGoR0cHJg/KxAIYGJiwowcy+VymJubw9jYmOH/yspKDBo0CGFhYSgpKcGNGzewZs0ahIeHv/a1fFURFRsbG+Tm5kKpVDLjxIGBgRg2bBg+/fRTVFVVQaFQwMrKCnPnzsXDhw8RFRWF69evY86cOdi9ezfYbDZycnKwatUqrFmzBnV1ddi2bRs2bNiA+/fvw8TEBGvWrEFoaCgGDRqEW7duITg4GKmpqSgvL0fr1q3RuXNnfPfddwgKCsL169chFovx9ddfY/z48aiurkZGRgYOHjyIJUuWYNmyZRg3btyf8SPwL+HIfyThYLFYfAA7AKiIaAIAKioqwvDhwxEXFwcXFxf06NEDnTt3xs8//4wffvgBarUaRIRdu3Zh4MCBICJotVr4+fnBzc0NJ0+exKpVq3D+/HmcP38eQ4YMwd69e5Geng5/f3+wWCy4uLigdevW2Lp1K/z8/BiHTplMho8++ghOTk6/WTr39vYGAHTp0gUxMTEoLS3FlStXEBwcjHfffRelpaXM3Gxubi6+//77v6xj3gTgxIkTTEUOaFDf2LlzJxYuXAg3NzcEBwejb9++CAkJwY0bN1BTU4OOHTs2SjYMRPa8w7kh2dDpdI2qPGq1Gnfv3mWUrkpLS8FisSCXy1FSUgJnZ+dGi+2lpaV49uwZBAIBWCwWTExMmMU7c3NzZiHw+QW4/Px83LlzB2ZmZjh//jxOnDjBKHPV1NS8tqqLYQEuPz8ftbW1+PTTT9GnTx8MGzYMKSkp6NWrF65cuYL6+npoNBrI5XIUFRXhq6++wpIlSyAQCLBy5Uqw2WwsXLgQ5eXlsLW1xeHDh+Hu7o67d++iV69eqKioAJfLxcyZM7Fjxw5UVVUxrqy9evXC0aNHmevm4uICjUaDzMxMaDQatG/fHllZWejZsyfS0tIgk8mQlpaGyspKLFq0CGvXroWVlRWuXbuG0tJSCAQCWFlZNVqAewX8K4JpE5rwKngJP6KoqIj+Cj8CDYWT1q1bIyIiAkSEZcuW/aMcGRQUhJiYGLi7uzNeWOXl5QgPD2fGtF7Gj5s3b0aLFi0glUqZBfYmNAYRYerUqVi0aBEsLS2ZUanZs2cjLi4Orq6ujBy9iYkJfvjhB3Ts2LGRw/mrJBvPL7aXlZXh6dOncHR0RFZWFnJzc5nnUltbCzc3N6z94TaeJmfCxMoXoYHmcDIuAhFBLBbD2NgYFhYWjDeV4e+Wl5ejsLAQpaWluHnzJoyNjXHw4EG8++67jLeGXq+HRqN5LeO6vyKi0rNnT1y6dAlqtRoDBgzA2LFjMWLECAiFQvTu3RuxsbEICAjAsWPHYGZmhsOHD8Pe3h4bNmzA3LlzMX/+fKxatQoSiQQ2NjbIyMhAfX09vvrqK7BYLMydOxcaTcOItsGUkYig0+lgZ2eH0aNHY+DAgZg/fz4yMjJQUFCAL774Aps2bUKbNm3Qp08f9OzZE3V1db8RUXlF/Cs48h8ZqSKiehaLpQRQDjS084qKinD37l1IpVIkJiYyzo0WFhYICwuDQCBAUlISxo0bh5KSEshkMjx8+BCFhYXYs2cPAgICMH/+fGaZ+MCBA+jYsSPUajWkUin69euHQ4cOQaVSMdJkPB4P33//Pby8vKDX6wE0fNDVajXs7e0xePBgdOnSBfn5+fjll1+wdu1azJo1C71798bt27eRnZ2N5ORkHD58GNbW1ujTpw/Gjx//Gx3zppbyn8Mw12+ATqfDtm3bcPLkSQQEBODcuXP48ccfMWnSJGi1Wnz22WeN2ogZGRkoLi7+TbKRlJQEIvpNS/np06dwc3ODra0tM3aVn5+PuLg4xt3aMFtqqOYZqnGGrsezZ88gk8nA5XLB5XIhFoshFAphZ2cHOzs7lJSU4OLFi9i/fz8sLCywevVqjB49Gk5OTq+dbLzMIXXbtm2orKxE9+7d8c033+DEiRNM212r1aJr1644ePAg9u3bh9atW+PWrVu4f/8+4uLikJubi65du8Le3h67du3CkCFDEBISAoFAwCzVf/DBBxAKhVi7di0GDx6MoKAg3LlzByYmJli+fDlGjx4NS0tLXL58Ga1bt0ZSUhJu3LgBgUCArKwsXLhwgTH1KywsxLvvvouamhpGcUytVmPIkCH4+OOP4ebmxryH/+vfjSb8b+FFfmSxWJzHjx//hh9Pnz6NPn36oH///khPT0dycjLGjBnDOE9HR0cjPT0d77zzDqMe9U9wpMHrIzExEXZ2digtLcXIkSMZL6zvvvsO33//PQYOHPgbfjR4FTg4OOCnn35CYGDgS5OO//U4wGKxmG6z4efbt29DIBAgOTkZ2dnZOHz4MEaMGIHi4gYD2p49ezJ/vra2FvHx8bCzs2vkz6BWqxkD3hcLbElJSQgKCmKKQIbiXVpaGlgsFrKysjB2gDd4/GA8fJwNW4taODj4AGjY21SpVCgrK8OTJ09gbm4OU1NTcDgcRq3KkLgsX74cOTk5OHLkCICGxW6DjOzrYPbs2fj5559RXFzMiKicOHECH3/8MaZNm4ba2lqkpaXB2dkZv/zyC2pqaqBQKJCRkYEvv/wSrVu3xs2bN3Hr1i0QEfbv34/OnTvD3Nwce/bswaBBg3D37l2YmJjg3LlzsLa2xs2bNzF16lRkZmZiwoQJCA0NxYEDB2BsbIyqqiqUl5dj0KBB6NChA2bOnIn8/Hzk5eXB2NgYx48fx/nz55lr8/7776Ouro5Z3q+vr8eHH36I0NBQBAQE/JGIyr8XRPRGDwA2AB6AwwBOEBHq6upoyJAhNH78eCouLqaWLVtSy5Yticvlkkwmo+bNm5OxsTH5+PiQg4MDiUQiMjU1JV9fX3rw4AEREWVnZ5OPjw9JJBLicDg0fvx44vF4ZGdnRwDo3r17tHXrVgJAHTt2pEGDBhEA6ty5Mz1+/JgOHDhAGo2Gtm3bRvfv36eoqCgaOXIkRURE0JAhQyg+Pp70ej3NmzePxGIxsVgskkql9Msvv5BGoyG9Xk/NmzcnDodDbm5ulJSURKmpqeTk5EQcDodYLBZ9+eWXRESUk5NDUVFRdO/ePaqpqaEmvBx5eXmNfr5y5QoFBQXRjh07aOzYseTl5UXjx4+n9957jyIjI6myspJUKhWpVCqqrq6mBw8eUHR0NFVXVzOPV1ZW0o0bNygxMZF5TKVSUWlpKV2+fJlSU1MpKyuL4uLi6OzZs7Rz507atGkTHT16lG7fvk2xsbHMycnJofLyckpOTqZbt27R5cuX6eHDh5ScnExVVVW0d+9eCg0NpbKyMqqoqKC9e/fSnTt3XuuaVFZW0q5du6hjx47EYrFIIpHQokWLyMLCgnbv3k0KhYLef/99MjY2JkdHRzI3Nydra2saN24cXb9+naRSKZmbm9P06dNJIpEQj8cjsVhMzZs3p2PHjtEHH3xAnTt3JhaLRZ999hlxuVxisVhkZmZGzZs3J6VSSd999x3du3ePBg4cSCKRiEQiEY0dO5YAUJ8+fai0tJScnZ1p/vz5pFQqydramhQKBW3cuJFqamqoV69e5ODgQDKZjMzMzIjL5RIAksvldOnSpb9zWd54nGo6TedtnJfxIwD+i/wYFhZGnTt3JjabTd7e3hQZGUkKhYLMzc2Jz+eTXC4nGxsb+vnnn8mAN82RN27coHfeeYe6d+9OI0eOpLi4ONq1axc5OjqSg4MDsdlskkqldPPmzZfyIxHRkydPSCqVEgBycHCgpKQk0uv1lJub28SRf4KioiKqr69nftZoNDR8+HCaNWsWrVmzhtq1a0ehoaG0ePFi8vX1pWvXrjXivKKiIrp06RLl5eU1ejwrK4suXbpEpaWljR5PTEykGzduUGVlJVVXV1Nubi7dvn2bduzYQVu2bKGff/6Zrl69Sjdv3qR79+5ReXk5VVdXU15eHj18+JAuXbpEt27dopSUFMrMzKSSkhLq0qULbdmyhXQ6HT169IjWrFlDer3+ta5LZWUlffTRR8ThcEgul5OZmRktWrSIFAoFKRQKio+Pp8WLF5NcLidnZ2eysLAga2tr6tmzJykUCtq2bRvZ29vT9OnTSSAQEIvFIjs7OxozZgwdPXqUZs2aRZ07dyYAxOVyadq0acRmsxtx5CeffEIDBgwgLy8v4vP5FBISQoGBgQSAsrOzqbS0lBwdHUkoFJKPjw+9//77ZGFhQevXr6eePXtSly5dyM3NjaRSKfXq1YvYbDYBoCVLlvzmvugV8dZj26ucfzKwtgagBzCHiKhbt240ceJEIiK6efMmsdls6tmzJ40YMYKCg4Np1apVxOVySS6Xk7e3NymVSgoJCaEtW7aQRqOh2bNnE5vNpocPH9LgwYPJwcGBXF1dmeB69+5devLkCcnlcpo8eTKVlJTQwIEDCQDxeDxisVi0detW0mq1REQUFxdHYWFh1KJFC/L29qZNmzZRbm4uVVRUkLOzM3E4HBoyZAgREfOlNxBA27Ztydvbm/r160cuLi5kb29PNjY2xGaz6YcffiBXV1dydHQka2tratasGV24cIHUajXz/34ZXvdL+H8B69evb/Rlq6+vp+nTp5OTkxP5+PjQ6NGj6ciRI1RcXExz5syh27dv/6VkIysrq9Hj2dnZdPToUYqKiqLz58/T3r176ccff6Rjx47R06dPG/1ulUpFFRUVlJqaStOmTSMnJyeytbWls2fPkk6ne2PX4N133yUrKysyNzcnpVJJRkZGNGrUKAoKCqLp06eTSCQiCwsLEggE1LlzZ+Zmfvjw4ZSTk0M9e/YkiURC4eHh5ODgQEKhkLp160aTJ0+mjz/+mH755Rf66aefiMvl0uTJk8nExIR4PB598cUX9M033zA3CrW1tRQbG0tKpZIAkKOjI3l4eJC9vT117dqVTE1Nyc3Njdzc3MjOzo5MTExozpw5lJaWRmfOnCETExNisVi0ZMkSWr58OfH5fGKxWLR48eK/c1neeqBsOk3nTZ4X+BHP8+Pdu3eJx+NRp06dyMXFhYKDg+nMmTN048YNpkjn5+dHSqWSQkND/xGOjI+Pb8SPGzdupJycHFKpVPThhx+SVColPp9Pjx49eik/+vr60u3bt8nT05Pkcjl16tSJuFwueXh40PHjx/8yRzbxY0OBbv369czPer2eEhISyNnZmdq0aUMhISG0dOlSevjwId25c4cWL15M+fn5r5RsJCUlMcnGi0W9qKgoysvLozt37tD+/ftp79699PjxYyovL2/0O1QqFRUUFNAvv/xCnp6e5OzsTEOHDqWCgoI3eh3effdd4vF4ZG9vTy1atGA40tvbmwQCAS1btoxsbW2Jx+ORi4sLczN/8uRJ6tWrF40cOZKsra0pODiY+bzu3LmT5syZQ/Pnz6d79+7RTz/9RCwWi6ysrGjXrl2/4UgDPx44cIAAULt27ah58+YkEAho8eLFFBERQQKBgBwcHOjJkyfk6OjIcOSPP/5I1tbWpFQqSSaT0cyZM0kikVCvXr3+z3Pkmwqe9gB6AZgAwBqA9NfHFwDQf/311zRgwACKiIggIqKoqCgyMjKi4cOHU3FxMbVo0YKsrKxo5MiRNGLECGrVqhXt2bOHevToQc2bN6fFixfT0KFDKSYmhvR6PV27do3s7e0JAB09epQGDx5Mzs7O9PDhQ/L29qYtW7YQUUNSwefzCQCFh4cTi8WizZs309OnT0mpVNK0adNo3bp1NG/ePOJwOGRubk7m5ubEYrEoLCyMXF1dydPTk2bOnEmDBw8msVhMnp6eFBoaSl27diUWi0UCgYDu3LlDly9fJolEQmw2myZPnkyPHz+mmzdvUrdu3YjNZtOSJUuosrKSCagFBQVNFZ4/wZUrVygiIoJqampIo9HQlStXaOrUqWRlZUVt2rShffv2UXFxMalUKiosLKSLFy++crJRUFBAFy9epMLCQiaZyMnJoYSEBIqJiaFffvmFLl68SDExMZSbm9so+fj5558pJCSEdu/eTe+88w4FBga+kffw3LlzJBKJaPny5cRisWjixIlM1eabb74ha2trYrPZJBQKqWfPniQQCEgmk5GxsTEFBgZShw4daP/+/SQWi4nD4ZBUKqVhw4bRsWPHaObMmUxnw8nJiczNzcnExIScnJwoMjKy0fPIyMggIiK1Ws1Ubfh8Pp06dYpJViwsLOjjjz+mZcuWkbW1NUVERJBMJiNra2tKS0sjZ2dnAkDu7u7k4uJCH330ERERVVVV/Z1L89YDZdNpOn/3/Bk/ApjxIj+6ublRu3btaMyYMdSyZUvq2rUrDR069D/CkZ999hkplUqaMmUKrV27luFHCwsL8vb2JjMzM2Kz2WRvb/+H/MjhcEggENCCBQtIr9eTh4cHWVlZEY/Ho8mTJ1NCQsLvcmQTP74aBg4cSMePHyeihnuKLVu2UJs2bcjMzIymT59OUVFRDHfFx8f/pWQjJiam0d83nMLCQoqPj6crV64wBb6ysjLmv5eVlVGfPn1owYIFtGrVKmrXrh2tWrXqjbzeEydOMF2Js2fP0ldffcVw5NixY0kgEJBIJCKBQEBSqZQkEgl5eXkRj8ejkJAQun37NoWEhBCHwyGxWEwWFhZUWFhIJ0+ebMSR9vb2xGazaciQIRQWFva7HLlr1y4CQG3btiU+n08ff/wxtWjRgrhcLgUHB9ODBw9ox44dZGVlRRERESSXy8nc3Jx8fX0JDd475OTkxPAj0f9tjnwTwdQPQD6AGDTMpGYDWAXA9tf28XI2m00jRowgFotFCxcuZMaWwsPDiaghwLJYLBo4cCAVFxdTSEgItW/fnlgsFllaWlJwcDAdOXKEcnNzqaqqirKysqhjx44UGhpKMpmMPvzwQ/L19SVzc3OSy+X07Nkz0uv1lJiYyHRKADAZpKurKzk5OZFOpyO9Xk/Pnj0jiURCMpmM7OzsaMiQIcTlcqlnz54UERFBERERNHLkSIqNjaWdO3eSr68vOTo6kkKhoEePHv3lkavo6OjfVHguX75MarX673zQ/s9Cp9NRXV1do5+nTJlCM2fOpBs3btDMmTPJ19eX+vfvTwEBAbR+/fpGgbGsrOyVko3fO5WVlZSWlkZ3796lM2fO0IgRI+jzzz+noKAgys/PZ57XH3WuXhWVlZXUrFkzsrW1JUtLSzIzM6PLly8zVZsdO3ZQy5YticVikY+PD3OTsHTpUlIoFPT999+Tvb09jR8/npycnMjBwYEWLFjAXDe1Wk0//fQTcTgc4vF45ObmRgCIxWLR+PHjKTs7m65evUqjRo0iLy8vsrW1pUWLFlFAQABxOBySSCT05ZdfUkBAALm7u1NaWhpdvXqV2rRpQ+bm5vT9999TixYtaMaMGXTnzh1SKpVkZWVF+/fvp5SUFOZ1/s1K5VsPlE2n6fyd8yr8CEBn4MdPP/2UFixYQC4uLtSjRw+KiIigqKgo4vP51KpVK3r33Xf/cY4EQDKZjL755hvS6XSUkpLC8GNAQAB16NDhD/nRz8+PHBwcfsOPkZGRTEX6jzjy4cOHTfz4iqitrW30c2JiIvn7+9P169dp+/bt1KtXLwoMDKSxY8eSh4fHbzoev5dsxMbG0v3793+TbLx4ioqK6PHjx3T16lX6/PPPaf78+dSnTx/64osvGsX61+VIw6ixqakpCYVCMjExodzcXIqPj2c4csCAAaRUKkksFhOfzyczMzMCQF999RUz3rt9+3b68ccfyd7enuzt7WnFihVE1MCR5eXldODAAeJwOMRms4nFYjGd+ZdxpJWVFXl6epK7uzuT3KxevZoCAgLIzc2Njh07Rh999BG1atWKvLy8aP/+/dS6dWuKjIwkPz8/8vX1pWbNmlFsbCzzOl+jk/fWY92rnNcNpgoAUQC+BGD862NLfn3sFwAfAbDeuHEjKRQKZpZTLpfTDz/8QCwWi1auXEl37twhiURCHTt2JCKis2fPEovFopYtW5KNjQ3J5XJq06YNsVgs6ty5M6lUKqqpqaHbt2/TBx98QNbW1mRnZ0cymYwkEglt2bKF9u/fT/PmzSO5XE7R0dH06aefEpfLJVtbWwJAlpaWpNFoSKvV0pdffkmtWrWic+fOkZmZGc2YMYO2bNlC5ubmNGzYMIqPj2faxqWlpdS2bVtisVg0aNAgIvr/X6ZXGbk6evQoOTk50dy5cykhIYFu375NgwcPJiMjI9q8eTOVlZX93Q/c/3lotVrau3dvoy+lSqWi1q1bU8+ePcnf35/69etH27dvpwcPHtDw4cMpMzPzbyUbL57y8nJatmwZ0/WaNGkS3b59+429tiFDhjBVxlatWpGRkRF98MEHNHv2bBIIBKRQKMjIyIj4fD45OjoSj8cjPp9PwcHB1K1bNxo1ahRZWVmRg4MDcTgcGjVqFKWkpNC9e/fom2++odjYWAoODiaxWEympqbUsWNHGjx4MG3dupXMzc3JwsKClEolhYWF0Z49e2jfvn1ka2vLdEpsbW0pJCSEPv74Y7p//z598cUXxOfzycLCgszMzEgkEhGbzaYuXbrQxIkTicVi0ccff0z19fVvYhzirQfKptN0/up5VX4E8O6L/BgdHU23b98mFotF06dPJzc3N+rWrRv17NmTiP5ZjpTJZASA5s2bR1qtllavXk2tW7emY8eOvRI/tmvXjgAw/EjUELtHjhxJ3bt3Jx6PR+3atXspRxrGWObPn0/x8fFN/PgXERsbS3FxcY0eO3HiBDk5OVHfvn3J39+fZs+eTTdu3KAVK1bQt99++7eTjRdPfHw8de/enRnxWrVqFZWXl7+R1zVx4kQmgfDw8GD4kYho9uzZxOPxiMfjkVwuJ7FYTIYi9/McKZFIaMqUKdSmTRvicDg0fPhwOn36NH3zzTcUHR1Ne/bsIXt7ezIzMyOBQECDBw8mjUbzuxy5ZMkSYrFYNGbMGDIxMSEbGxtq2bIlzZ07l2bMmEF8Pp/Cw8PJ2tqauFwuKZVKEgqFzLijkZERrVixolFR9TXw1uPdq5zXDaj2ANIBdHvuMT8AFQCqAdQDyJ00aRKtWbOGpk+fTn379iUWi0UfffQRzZw5k1gsFnXt2pUJNqtWraLVq1eTVCqlPXv20P3798nU1JQAUHBwMNnZ2VGXLl0oOjqaCa6Glt6DBw9o7ty5ZG1tTR4eHkxLi4goNzeXfHx8SKlUUpcuXQgAzZ07l4iIQkJCyNbWlurq6uinn34iACQSiZil3Q8++IAeP35Me/fuJSKidevW0fTp08nLy4s8PT1pxowZNGTIEDIyMiIPD4/fHbmSyWQkk8nIycmJEhISmNn/hIQEsrOzI4FAQDt37iStVts0s/qKWLFiBX333XdE1FCliImJoZkzZ5JSqaQePXrQli1bKDs7m1QqFUVHR9OZM2eooKDgLwVSlUpFly5dIn9/f8rMzCStVktXr16ls2fPvvbzNyzAsVgs4nK5tGzZMlq9ejUpFAqSy+X0/vvvk6enJw0ePJi4XC7179+fWrZsSf379yepVEpmZma0ePFiCgkJITabTXw+n5o3b05arZaGDRtGFhYW1Lp1axIKhcystqGaOH78eMrJyaGjR4+SnZ0dk5DPmzePDh48SO7u7sThcIjD4VBlZSVVVlZSYWEh7d69mywtLWnDhg3/1ALci3jrgbLpNJ2/el6VHwGsOn78OC1atIiCg4OJxWLRjBkz6MmTJzR//nwCQKampnTy5Mn/CEcaRFMA0ObNm2nx4sVkZmZGX3/9Ne3evful/KjX6+nhw4d08OBBWrduHc2YMYM8PT2ZkSsDP8bHx1NAQMDvcqThZvHMmTOk1+tJp9M18eNroKamhsLDw5k4XFlZSfv27aPg4GCyt7en9957jy5fvkxVVVVUVVVFx48fp3v37v3lZKOyspJGjx7NjM8VFBTQ1q1bXzvheNUFcWNjY3JwcPhDERWxWNxIRGXo0KFkbm5OrVu3JiMjIyZhN4w6TZgwgTIzM4mIfsORc+bMoX79+pFIJCI3N7dGHLlx40aytLSkjRs3Ul1d3T8hovIyvPV49yrndQOqHYBEABN+/dnkuYrObACPAVwyZJ4ymYxsbGyoQ4cOJBKJSC6Xk1wuJwD0zjvvMAlIp06dyMrKilk2mjFjBrFYLEaJwcrKihQKBYWFhTHBVaVSUV5eHlVVVVFmZiaVlZUx1RCdTkdz5swhDodDcXFxVFJSQp6engSAAgICCACzVJeTk0NSqZQCAgJozpw5zAfQEGA3b95MRA1f5OvXrzMqHqNGjaKHDx/Srl27yNvbmxm5io+PZ1rKHTt2JKVSSSwWi65du0ZEDRUJBwcHEggEZGpqShKJhLKysig5OZnWrFlDX331Fe3fv/91Poj/p/Ei8RjGDc6fP0+PHj2ixYsXU4sWLah9+/bk4OBAFy5c+MvJxvXr18nPz4/S0tLe+PM3LMAZZk0dHBxo7Nix5O3tTXw+n0lqjYyMiM1mM7OfhgU4sVhM06ZNo/HjxxOLxaI2bdrQ6dOnqXv37iSRSGjnzp1UX19PkydPJjabTVwul9LS0pgKpYWFBUmlUhKJRDRu3Djat28f2djYkImJCRN4O3fuTHV1daTX62nkyJFkZmZGjo6OzIL4P7AA9yLeeqBsOk3nr55X5MejAGIFAgF5eXmRXC4npVJJfD6fFAoFmZmZkZGR0W+KdP80R/bu3ZuUSiVxuVxq1qwZAaCdO3e+lB9ZLBYdOHCASVS2bdtGNTU1FBUVRSNGjKCIiAiKjIyk+Ph40ul0f8iRfn5+zO5XUlISPXnyhJycnJr48TXwIkfu2rWLunTpQsXFxXT06FEaMWIEeXt7U8eOHal79+5UUVHxl/ixqqqKxo8fT3PmzHmjAipEf39B/Pz581RbW9tIRMXe3p6EQiFFRkbSsGHDmH3J6upqevToEZmYmJBUKiUej0crVqxgkpcjR46QUqlsxJHm5ubEZrOZ4l2nTp2IiCgzM7PRgvg/JKLyMrz1ePcq5+8EUS4A3nM/7/81cJq+WNEBcBxAdffu3Sk4OJiGDx9Oo0aNIh6PR1KplIyMjJjxDplMRlZWVowqzjvvvENPnjyh/Px8mj17NpmampK1tTV17dqVli9fTiKRiBwcHGjDhg1ka2vLZKfh4eGkUqmYdyExMZEmTpxITk5ONGXKFEpNTSWihgVdw3Ltzz//TAMHDiRnZ2c6deoUmZiY0HvvvUclJSU0a9YsAsBktSwWizZu3PhSFQ+DylVoaGijkStDu3nkyJHUo0cPkkqlJJVK6d69e4yKxw8//EBdunQhkUhEPXr0IKVSSW3btiUfHx8yMjKivn370qNHj97IvsD/ZdTW1tL9+/cbPZaYmEgeHh40ffp0atWqFXXq1InWrl1Lz549+9NKzu3bt8nX15eSk5Pf+HM9d+4cswA3ceJERvpWqVTS2LFjme6Cvb09cblcMjMzowkTJhCPx6OWLVsyC+JCoZBMTU3JwsKCBg0aRCYmJsyuRvPmzalv375kYmLCLMkZSKGgoIBatmxJRkZG5OrqSo8fP6ZTp05RZGQks+OhVCqJw+FQmzZt6MaNGzRixAiytLQkkUhENjY2lJiY+E8swL2Itx4om07TeZXzF/nxMIC7ANKsra1p4MCBlJ+fT5MnTyYul0tGRkZkZGRElpaW1L1793+EIxMTE2nWrFk0ZMgQ8vX1pZMnTxJRw55hmzZtSCgUklwup/Dw8Jfy48cff8zw48CBA2n27NlMYe5Fjty8efMrcaRMJiNTU1Py8vJieNne3p46d+78p/xI9GZ26v4v48GDB43ukYiIFi5cSJ06dWL2EyZOnEinTp16qRLVi8nGlClTaNq0aW882XieH//KgrhhjMrQsXleRGXEiBHUo0cPYrFY5OjoSEZGRgxH8vl8JiExvJbly5dTeHg4yeVycnBwoMOHD1NeXh61adOG6Sga+LZt27a0aNEisrW1pd69e5NcLv+nRFRehrce+17l/NVg6vVrAL0BYBeAngDM0bAQdw2A2wsVnfkA6k6cOEEbN24kd3d3cnR0pOcTkFmzZlFQUBAFBQXR2LFj6aeffqIvvviCFAoFWVlZkZubG9nY2FB0dDTdv3+fbG1tqXPnztS6dWtGjuzIkSPE5/NJLBaTmZkZde3alVQqFT169IhkMhn17NmTBg0aRMbGxuTv709dunQhHx8fYrFYFBAQQDKZjD7++GPy9vYmc3Nzkkql9OzZMyIiunPnDolEIgJAq1evpkWLFhEAMjIyoilTptC6deto7ty5jIqHj48PWVlZUefOnRupXA0aNIhpKc+bN4+kUinTTl6wYAFpNBq6fPkymZubM/OFRA0zsffv3ydra2tq2bIl3b9/vymg/kXMnj2bHj58SETEiAR8+eWXFBoayihoJCUl/Sb5uHv3Lvn6+tLTp0//kefVpk0bRj7Q4EFiaP36+voSh8Oh3r17k5GREQGgAQMG0IkTJ0gmk5G5uTmNHz+eAgMDafLkyeTr60vh4eGkUCiof//+JJfL6dGjR+Tq6kouLi5MQuDq6krZ2dlERLRmzRpmwU4kEtGsWbPIxcWFqb6IRCJasmQJU/EcNmwYtWrVipycnMjf359mzZpFN27cID8/P/Lz83uTC3Av4q0HyqbTdP7s/A1+fBfAAwDp77//Pnl5edHGjRupefPm/xGOjIqKYvgxMjKS4ceuXbvSmDFjmEKCRCL5XX7Mzc1lxrmmTp1KJSUljThy+vTpr8SRM2bMYDjy888/JxcXF3JwcCAWi0VCoZBu3rz5h/xoZ2dHQUFBTLGpiSNfHenp6TRp0iTmmtXX19O5c+do4sSJ5OXlxfhTPK9EZUg2ZsyYQZMnT37jyQZRY37My8v72wviDg4O5ODgQAsXLqSFCxeSQCAgIyMjprPh4uLSiCMnTJhA2dnZFBUVRa1bt2bGkL29vcnFxYVEIhEJhULi8Xjk7OxMixcvpvj4eIqIiGCEGf5hEZWX4a3Hv1c5fyWYNkODysZuAIsB3AIQB+A7AO0AxAO4DeAMgIRfKzp7AKg2btxIRERdu3YlgUBAZ8+epY0bN5KXlxd99tlnJJPJmPk6KysrmjRpEq1evZpmzJhBe/bsYbwBdDod/fLLL8RiscjY2Jh27dpFtra2FBgYSDY2NsyIlI2NDXXp0oWCgoIYqUG9Xs/omEulUlIqlSSXyykoKIi6d+9O1tbWzJydYalu3759THLw/vvvE4vFotWrV1PXrl0JAA0ZMoR0Oh2jcmVoNU+ZMoW4XC61b9+egoKCqHfv3jRq1ChmVtZgnPa814cBYWFhxOPxmOqxXq+nmJgYksvlJJFIqH379lRSUtLUUn4D0Ov1lJmZSV9//TW1b9+eQkND6fPPP6fHjx9TVFQU+fr6MlWzN42kpCRisVjUo0cPGjBgAKlUKjp8+DBZW1szqlBubm5kampKLBaLFAoFNW/enNq1a0fdunUjsVhMHh4e1KxZM5JKpdSvXz8Si8U0cOBAatasGYWHh9OoUaMoNDSUlEolRUREkJ2dHYnFYjI2Nqbt27fTvHnzyM7OjhQKBQGgKVOmUF1dHYWGhjJJjpeXF02fPp14PB6zAMdms4nNZlPnzp1p0qRJ/8QC3It464Gy6TSdPzp/kx+3/pqIJG3bto0GDBhAgYGB5ODg8I9zpLW1NVlaWlLr1q3p5s2bRER0/fp1Zmnc19eX+Hw+eXh4/Ck/KhQKGj16NNPZKCoqYswGN2zYQET0Uo7kcDgUGBhIERER1Lt3bxoxYgQ9fPiQKisrad68eSSTyRivDwNexo81NTV07NgxYrPZZGVlRSUlJURETRz5BmAohE6ZMoW8vb1pxIgRdODAASopKaEPP/yQxo4d+48kdy/jR6K/vyA+cuRI2rhxI4lEIjIzM6OpU6fSnj17aMSIEdS2bVtmvL93795kbm5OxsbGtHnzZpo4cSJZWloSAAoLC6P6+nr66aefmMdEIhF98803zJjUf0hE5WV46zHwVc6rBlMWgGUADj33mBGAz38NskUATvwaSLMAqAGUAKgEcNbLy4uKioroiy++IKFQSJs2bSIiop49e5JYLKYPP/yQVq1aRV5eXtSxY0fi8Xgkk8lIKpWSjY0NTZw4kb7//nvasmULjRw5koyMjOjx48dMcDVUYQzBtXXr1iQWiwkADR48mIgaPAWe1zFv3rw57d27l8LDw8nc3JyCgoJowYIFdPbsWfrwww9/s1RXUlJCCxcuZIKdIRveuHEjrV69mqysrGjKlCmMisd3333H7H8sXryYqQDU1NTQokWLSCAQkKGq5enpSdOnT6fIyEhmzMzBwYF8fX3p4sWLZGZmRkKhkOzt7UkgENCoUaOaWspvGAb32/Xr1zO7Ns9X6980lixZQq6uroyLeHV1NdXX1zMOqS4uLq/kkGpvb09jxowhb29vYrFYFBwcTACoRYsW1Lt3b+YzGBoaSr6+vrRixQoKDw8nV1dXJkC/zCHVMCvbqlUrUiqVtH79eqqvr6ewsDASi8XMgrjBqfwNL8C9iLceKJtO0/m985r86Adgv5eXF3311VeMpOa2bduI6J/lSA6HQwAoLi6O4ccRI0YwZrw7duz4S/xoULkKDQ1lFt1/jyNHjx7NCFmEhIQw+x0ajYY0Gg199NFHxOVyydnZ+Q/58fHjxzRy5EgSiUTUrFkzYrPZFBAQQPHx8U1jyW8YWq2Wrl+/TjNmzCA7OzsKCwv7x67lH/GjsbExOTo6vtKCuJGREbVo0YKGDh3KJCf41TfjwYMHNGDAAIYjTU1NacuWLRQVFUWdO3cmNzc34vP5zDiUoXhdXFzMuIh7eHjQhx9++E+7iL8K3nocfJXzV4LqDwBuPfezoaJzF0AegIxf28VFAAoA1ABIAdDR19eX2rdvT2PHjiULCwvy9PRkEhA+n08nTpwgIqKIiAgSi8XUvXt3CgkJabTzIZPJyMjIiHg8Ho0cOZLS0tJIq9XSpEmTSCwW0+PHj4mImOAqlUqZRbPq6mrS6/Xk5eVF/fr1YxaL27ZtS1KplKytrcnY2JikUikFBgZSly5daPDgwbRgwQKKjo5m3tHs7Gzy8fFhnFvHjx9PPB6PqeYYHCoBUMeOHalt27bMONamTZvo8ePHdPDgQWa+Va1WU1RUFI0dO5Z69+5NI0eOpPj4eFq/fj0ZGxuTn58fsVgs4nA4tG7dOlq7di0ZGxsTl8uld955h/R6PZWUlDS1lP8BvCk5v9/DpEmTaMCAAXTv3j0KCgqiJUuWMDcDAoGAIiMjmSXMmzdvvtQhtX379nT79m2aMGECsVgsatWqFd29e5dMTU3J1taWNmzYQAEBAdS7d2/i8XgkEono2LFjFBsbS/v27WPGLV7VITUtLY0WLlzImCZduXKFli1b9k8swL2Itx4om07T+aPzivwYByAaDXsc9b8mHe8CcPL39ydLS0sKCwujQYMG0fNFujfNkbdv3yYAxOVyic/nU9euXam6upq6dOlC7du3p1OnTv0uP4aGhtJnn31GEyZMoBEjRtC8efOYvci8vDzy9vYmExMTWr169e9y5NatWxmOHDRoECNM8fjxYzpw4ABpNBratm0b3b9//w/50d/fn9hsNgkEAgoJCaErV67QoEGDGGPSKVOmEBExHNk0lvzmUFtb+4/6ovwVfrx3794rLYhbWVnRoEGDyMzMjGxsbOinn36i3NxcCggIIGNjYxIIBGRpaUk3btyg6OhoxkXcxMSEvLy8yM7OjhYtWkS9e/dmOHLo0KFvQ0TlZXjrMfBVzqsEUtav/5z2a/D0eb6iA0AO4CsAT35NMsoAPELD3KoagEYoFDKV0O3bt5Ofnx+1b9+e0dc2jFwZbl4MOx8eHh7MzkdISAgNGTKE3n33XWrevDm1bNmSJkyYQJ6ennT9+nUiIkaNx1Dd+eGHHwgANWvWjMaNG8cEOSJi2s59+/al4uJiatmyJbVs2ZK4XC7J5XIKDAwkY2NjCg0NpS1btpBGo6HZs2cTm82mhw8fMlrKrq6uTAJy9+5dqqmpIWdnZ2rVqhWdOHGCvvvuO6YbYqhKb926lQl4eXl5FB0dTdeuXWOUOtLT0ykyMpLkcjkz00pEVFFRQcOGDSMA1L59eyJqqMxrtVq6efPmK7eUm4Lt28dXX33FVG4OHz5M7u7uJBaLycjIiKZNm0Zt27albt26kZ2dHaWmplJsbOxvHFJLSkqoZ8+ezOeLz+dT3759KSwsjFxdXcnd3Z38/f1pyJAhZGVlRWvWrGES0h07djCVnld1SLW0tKSJEycyfgH/4ALci3jrgbLpNJ2Xnb/Aj7EAVgLQ/ZpwbPy1w1EPoM7wnXJycqJr1679oxxpSED27t1LbDabZDIZde3alRwdHQkAPXv27KX8GBYWRp07dyYOh0Oenp40ZMgQhiM3b97M8KPB7fz3OPLJkyckl8tp8uTJVFJSQgMHDiT8Ktn9V/lRLBbTjRs3aOfOnUREtHXrVjIxMSE+n09hYWFE1MCRho7Hq44lN3Hk28Wr8qO9vT2zT/SyBfHu3bszkwAAqE2bNhQeHk4uLi4UHh5OX375JSPEcPToUTp79izl5uYS0f/nSDabTadOnaIjR4404sirV6/SO++8Q+bm5iQUCv+TIiovw1uPha9y/kpgdfm1e7EDDYZGTEUHgNWvF/jOrxWbGADf/ppwqExMTMjS0pKEQiGjiCOVSonNZlNoaCjT8Rg2bFij4Pr8zseGDRvI29v7N/Os5ubmNGfOHEpISKCLFy+Sr68v3b9/nxlhmjp1KrPA9uOPPxKbzaZVq1ZRVFQUGRkZMZb1hhv2nj170ogRI6hVq1a0Z88e6tGjBzVv3pwWL15MQ4cOZYLptWvXmA/x0aNHafDgweTs7EwPHz6koKAgWr58ORERk4BYWFgQfjV2M8y6RkVFkbOzMzk7OzNZ9MmTJ6muro4mTZpEbDabmjVrxvhMqNVqmjp1KvOFev/994mIKCUlhVxcXP60pdyjR4+msav/EsTHxzOVm/v379OMGTNIqVTS8uXLKSsri1gsFm3ZsoUUCgWdO3eOiIh+/PFHsrW1JXt7e1q1ahWzACcUCsnKyorWrVtHHh4e9MEHHxCfzycOh0NKpZIUCgV99NFHNHz4cPLy8iJLS8vXckgNCAigFi1a0E8//UTp6enMa/oHtfHfeqBsOk3nj84r8KMeDapUD37lx0/QME5VD6DWzMyMMTT7JzhyxowZlJSURFevXiVfX1+6e/cuETX4GBlGSmQy2e/y4927d4nH41GnTp3IxcWFWrVqRSdPnqTCwkLq0aMH+fr6UlBQEDMR8Gcc6e3tTVu2bCEiori4OOLz+W+EH+fOnUtBQUFMhfn999+nzMxMat68OdnZ2TES9L83lmzYZyFq4si3ib/Lj7+3IH737l2ms2HgR8NeLJ/Pp/fee49GjhxJnp6eZGNjQ4sWLaJu3boxClSffvrp73LkWxBReRneegx8lfNXg2onALUANgFY8FxFx/TX9nD8cxWdfDTI4r4bEBBACxcupHnz5pFQKGTmLZ2dncna2pqEQiEZGxuTRCKhrl270qvsfHz55Zfk7e1Nffv2pYCAAFIoFPT1119Tfn4+6fV6xml19OjRxOPxiM1m00cffUSzZs1ipAHFYjF16dKFiIgJsMOHD2dGrtq3b08sFossLS0pODiYjhw5Qrm5uVRVVUVZWVnUsWNHCg0NJZlMRh9++CH5+fmRmZkZyeVyJuuuq6sjb29vatmyJUVGRhIA6tWrF7Nw1LVrV3r06BE9fvyY+vTpQxYWFjRz5kyaNWsWHTp0iKZNm0Y8Ho/c3NwoKCiIjI2NacaMGYwSw3vvvUft27cnAHTgwIHfbSkfOHCA2Gw2mZubN41d/ZfAULmxsrKidu3aMQuWBw4cIHt7e0pKSqJevXrRqFGj6NatW8wC3OjRo+nChQuMSs2UKVOoZ8+eNHHiREZJysLCggQCAU2YMIEuX75MZmZm/60Oqa+Ctx4om07T+bPzJ/z4AA0L43d+5ceYXzseR/9pjuzUqROJxWIKDg6mmJgYKiwsZGbi8/LyKCgoiADQuHHj/pAf3dzcqF27djRmzBhq2bIl9ejRgxISEhiObN68OZ08efIPOdKg4mPgSL1eT4mJiaRUKikkJORP+dHa2poWLVpE8+fPp88++4zef/994vF41KxZM2revDkpFAp68OABffnll4y8btu2bcnBwYHZp/y9sWRLS0vicrk0YMAAMqCJI98e3gQ/Wltb05QpU0in01H37t3J1dWV2rVrRz4+PtSsWTOSyWS0dOnSRvy4b98+srW1JQ6HQ6ampjRs2DAKCQmhkJAQmj9//m848i2IqLwMbz3+vcr5O0G1969B9cKvLeFjANb++u8xvwZYQ8fjCQD5rFmzyMPDg2QyGYWEhJCFhQXZ29uTm5sbmZiYMFbyzs7OdOnSJXrVnY8BAwZQUFAQWVlZEZvNJqFQSDt37qS4uDhq0aIFffbZZ+Tr60tXrlyhHTt2kEKhYOzpAVDPnj2JzWYzgV4sFlN4eDgREZ09e5ZYLBa1bNmSbGxsSC6XMzrmnTt3ZhKa5ORkeu+998jS0pLs7OwaqXjs37+f5s2bR8bGxnT16tVGi3Xm5uYEgCZOnMh8YqKjo0kmkxGXyyWxWEze3t504MABunr1Ki1fvpy+//57Sk5OpuTkZBo4cCBTPVIoFLRkyRIienlLOSMjg1q0aEGenp7E5XLJ2tqaSkpKKDU1lVavXt3UUn7LSE9Pp+rqaubn69evk1wupwsXLlBsbCx16NCBqXy2aNGCNBoNLVy4kORyOWMieejQIbKwsCCJREJGRkbE4XBo+vTpdPbsWXJxcSEOh/Pf6pD6KnjrgbLpNJ1XOX/Aj/kAFv6ahHT8teNxCQ1qVvIPPvjgH+HI7t27M14FPB6POnToQJcvX6YWLVrQ0aNH6fLly+Tt7U2LFy/+XX789NNPacGCBeTi4kI9evSgiIgIioqKIh6PR/7+/hQeHv6HHHn79m364IMPyNra+nc5Ui6XU3R09B/yo0ajocGDBxOXyyVTU1MyMTEhT09PWrNmDS1evJi2bdtGycnJpNfrf8ORYrGYoqKifncsOS0tjQICAojH45FQKKQJEyYQEf0uRzbx438Ob4IftVotHThwgJGAF4lEJJFIaNasWeTs7ExcLpdsbGxo/vz5dPDgQXJ3d2d8sCorK4mo4bOwe/dusrS0pA0bNrxNEZWX4a3Hvlc5fzeoBgG4goblcD0a9jZGPtdSdkaDGkcCAJ+cnBwCQK1bt6by8nKaNWsWubu7k1AoJIVCQV5eXhQQEEBCoZA4HA696s7Ht99+S/b29tS7d29G3UcgEDDyn2ZmZrR7927S6XSkUqmYpZ4jR44wJjKG2Vm5XN5o5Gr16tUklUppz549dP/+fUZxIzg4uJFzq6HC07ZtW8rJyaEHDx7Q3Llzydramjw9PalFixaMHC5Rg265YfFcIBAQANq8eTOlpqaSXC6nrl270oABA8jY2JhatWpFfD6fli5dSiUlJYw5EhHRjRs3yN7enlgsFi1dupSIXt5Sfu+992jNmjXUpUsXWrx4MS1cuJDYbDa5u7uTUqlksv2mlvJ/D2pra5nKzYMHD+iHH34gsVhMw4cPp6ysLCIi8vf3p8GDB5OVlRUdOHCAiBoSSzs7OzI2NqYePXrQw4cP/w0Oqa+Ctx4om07TedXzO/zY+bmxq30AHgJYZ+iC/BMcWV9fTwMHDiSlUkmPHj2ikJAQRi5XLBaTubk5HThwgPLz8/+UH2UyGUVHR9OdO3eIzWbTjBkzyNramnr16kVXr179XY6Mjo5mEpDExEQqKytrxJHPK10R/T4/qlQqGj9+PJmampKfnx8ZGxvTuXPnqGPHjn/IkXZ2dsRmsxtx5ItjyXq9nr788kvy9/enn376iUQiEclkMho2bNhvOPL/tffd4VVV6frvSk9IISGQQAIJhBJKGmAyQJB2UaSH8kMQEHQQR0ERUXFEB+fqvdiuo8CIV4RxFMulCMbBURyBURksYGhBDBmwEkQ6gSQkeX9/fGvvU3JSaJ4A632e70myzz5rr30OfO/+uklL9j7Olx+tAvFGjRoxIyODubm5VfgxLi6OjRo1smsw+vXrx9LSUlZWVnLChAmMjo62C8RJequJiid4Xe/VRS5EqYYDSARwp/borIG0ASzVkY7DWl7Zu3cvo6Ki2LFjR5KkpVwzMzP5wgsv2H25rVByXWs+pkyZwoyMDL7++uskac8i8PPz46JFi+yppQsWLGCXLl349ttv27UdloJ94403OG7cOJeUKx8fH/bp04dNmzblwYMHSZJ33303lVJMSUnhxo0bGR8fz969e7Nbt27s378/mzdvbg8cPHDgAHfv3s2jR4/y6NGj9r+IiooKzpo1i76+vszLy7PnKPj7+zM1NZUAuHz5cpJk+/btbWXv7+/Pp556iqWlpfY//qVLlzIsLIw33nijHVLu2rUro6KiuHXrVj7xxBO2Z/rWW2/l9ddfTwDcvXs3hw0bRqUUk5OTWVlZyWPHjnHz5s0mpFwPYOV5Wp6bhg0bMisri5MmTeLZs2dJSvMAAFy/fr2dSkWSTz75JGNjYxkZGckVK1bw5ptvvhwmpNYFXleURoyci1TDjxMA3AKgHFLfOMRy0l0qjrTqK0pKSlhWVmbP3HnxxRd50003VcuPpDQdefXVVzlu3Dj6+vryvvvu4+7du/nQQw/Zhsubb75pn+/OkU2bNmXDhg3Zt29fFyfdgQMHePLkSX733XcuHFkTP1qtduPj47lz506mp6dz9OjR9sA2Z44sKSkhSS5evJjh4eEeOfKuu+6y+XHatGmcOnWq3Rr86aefZpMmTRgYGMhOnTqRlK6FVpG9SUv2Hi4mP06ePJnh4eFs3bo18/Pz+be//Y1jxoxhmzZtCICRkZH09fVljx49+PHHH/Omm25ibGwsg4ODGRcXxx9//JFTp071RhMVT/C6zquLXCzlanl0voO0AKwEsMEyQNLT09mgQQO7mPnQoUO2cj127BjvuecexsTEcPDgwbZyrS6fNS4ujkFBQXbHCWuCNEm++OKLTE5OZs+ePRkREcF3332Xw4YNo4+Pjz2NMjc31065shTssWPHPKZc3Xzzzdy9ezeLiop47733Mjo6ms2aNeN1113HjRs3slGjRgwPD+dzzz1nT3jt3r27nQNrDashxcApLCzk6NGj+dVXX5Ek3333XcbGxjIqKorh4eEMDw9nXl4ei4uL2b59e8bHxzM3N5eNGzemj48Pt2zZwh07djA7O5sFBQXct28fjx07xg8++IDTp0/nAw88wG+++cbu5DFixAg7pBwVFcUvv/ySJLlgwQL6+fkxKirK9vBYHm4TUq5fOHTokN01w8LWrVvZtGlTvv3221y1ahVjYmLYsWNHuwBu/vz5/OCDD5iUlMQ2bdpwwIAB9XlCal3gdUVpxMj5ihs/FgL4QTvm1lwKjnSv+XDmyLvvvpthYWE18mNFRQW3bdtmc+SRI0dsfmzWrBlbtmxpd526//77q+XIxx9/nMHBwUxISODChQsZHx9vp1ydKz82atSIL7/8MiMjI5mfn8+bb76ZSUlJHDlypAtHvvXWW+zZsycPHDjAX375hQUFBSwsLORrr73G2267jYsXL2ZBQUGN/Pjaa6+xZcuWtrd72rRpdlpyXFycS1oyabpBehMXgx8nTJjADRs2MCkpyY5OBAcH89FHH+X27ds5ZMgQuzbSU4F4RkbGr91ExRO8rufqIhdTqVoenU4A+jobIEopZmZmMiwsjIMHD+Zdd91lTxzdsWMHf/rpJwJgcnKyHU72lM+akpLCjIwMtmjRgv7+/oyMjOSTTz7JEydOsKSkhLfeeiv79+/PkpISTpgwgeHh4Zw8ebLdrzk7O5uhoaGMj49nUFCQi4J1Dyk/++yztoJt3bo14+LiuGXLFtuwGDBggN2StGfPnjx16hTXrl1rT2qNj4+3Ix7bt2/ntddey65duzIxMZELFizg/v37efbsWfbu3ZsAOHz4cHbs2JFDhgwhSWZmZrJ79+4sLy9nXl6enaPYsmVLKqXYunVrHj58mHl5eUxKSnLp5PHqq6/yiy++4EsvveQSUraK6e+9914GBATw2muvZWJiIu+8805mZ2fb80JMSLn+orKykhUVFRw4cCBvv/12kmRRUREHDx7MsLAwLlq0iCT50EMPsXXr1oyNjeWSJUtYVlbGN998sz5OSK0LvK4ojRi5EHHjx2h3J93F4kjnmo+goCAmJCQwLy+PR48eZVlZGadMmcL+/ftz3LhxHvkxPDzcHjBqpV1ZHFlQUMDc3Fy+//773LVrl4sR4okj+/Xrx27dutkcuWrVKgYEBNjpzufCjzk5OayoqLA5cty4cezWrRsXL17MyspKbtu2jUFBQVRKUSnFNm3asKioiNu2bavCj1Zh+7Jly9ikSROXtOTi4mLef//9zMzMZHx8PPv27cuEhARmZ2fbxomVBWG6QdY/XAg/lpaWskePHgwJCSEAdujQgXfddRf9/f3rW4G4J3hdx9VFfhUF++GHH7J3795s3LixXVDzyiuvMDo6mhMmTODevXsZHx/P5ORk7tixg57yWVNTUzlr1iz6+PiwRYsWvP322xkWFmYPL7I6Tzz22GP2NzB+/HgCYFBQEAcOHMjw8HC2atWKSinGxMRw1KhRtaZcvffee3z//fft3EDSMVwwKirKHkYzYMAA9u/f3z5uFZv37NmTISEhHDFiBJcsWcL777+fsbGxHDlyJNesWcORI0fy97//PWNjY5mYmGgX8zZo0IA7d+5kaWkpKyoq7IFsISEhfOONN+z14+PjOXv2bG7fvp35+fns1asXfX192ahRI4aGhtLHx4c9e/akn58f27Zta9d3zJ49mzExMZw4cSKVUmzYsCEffvhhkjQh5csAzp6bLl26MDIykosXL2ZFRQUrKyt57bXXcuzYsRw4cCBHjx5NkvYU8aCgIHbq1Km+TEitC7yuKI0YudhysTmyppqPBg0a2EPTrIiHOz9GRESwZ8+edo3IJ598Yjvunn/+eZesALJmjvz000/ttCuLIzMyMhgXF0cATE9Pr5Efx4wZw5UrV3L06NG87777GBsby9TUVPbv39+uX7Ee6ktLS3ny5Em2atWK/v7+bNy4Mbt06cL4+HgmJCTwjjvuYF5eHvPz8zl06FA2btzYNsqUUgwPD6evry+TkpLYtWtXNmzYkFu2bOHChQttjoQuPN+0aROPHz/OkSNHmm6Q9RgXwo8hISGcMGECe/bsycjISC5YsKC+FYh7gtf1WV3k17oQjx8/zn379nH+/PkMDAzk0KFDOXv2bAYEBDA9PZ2RkZGMiorixIkT6Z7Panl3cnJymJGRwfT0dP7xj39kXl4e/f39GRgYyMaNGzMjI4NpaWmcMGECT58+zTvvvJORkZH2hFVLcfj4+DA0NLTOKVcWrK4bU6dOrTLd3Hponz9/vu3h6datm91ffPv27fY6zzzzDMPCwmzv0IIFC/jBBx9w4sSJdsFcTk4OSdp5iePGjWNKSgpbtmzJhIQE/uMf/2BUVBQB8MMPPyQpk9CTkpLYpUsXNmvWjLNmzbIt8xkzZnDOnDlcsmQJ9+7dy4KCAo4dO9b2hFn3QpqQ8uWCsrIyLlq0iM8//zwLCgpcXmvatCmXLFnClStXskWLFpw7d67LhFSrlmfAgAEk6c0JqXWB1xWlESOXWC6II2uq+QgKCmKjRo3YvHlzJicn18iPSim74+O7777LiooKu+YvMDDQjnh44sji4mKWlZWxvLzcI0cCYGhoqG2AVMePy5cvZ6dOnewuVC1btuTcuXOZk5PDnJwc25i45ZZbSDo4MjMzk+np6bzmmmvYtGlTtmvXzq4pKS4u5tmzZ1lUVMSIiAhGRERw1qxZXLduHQcNGsQmTZpw4MCBfPbZZ+3UUYsjo6OjGRwc7MKRixYt8tgNMikpicnJyaYbZD3AxeRHsl4ViHuCt/VXneRXU6bO2LJlC3v37s3mzZszJiaGSin26tWLs2fPpr+/Pz3ls2ZkZHDAgAHMysrizJkzmZaWxvvuu4/Dhw/nokWLmJaWxlmzZnH27Nl22z0AfOyxx3jmzBmePn2at99+O6Oiorhr165zTrnauXOnS6tdZ++F83RzC5YREhgYSF9fX/bp04cnT55kYWEhQ0JC2K1bNzZv3pydO3e2vS0dOnRgy5YtOWbMGLsbxy233MIbb7zRjnh89dVXdpja39+fvr6+bNasGY8cOcJPP/2ULVu25N///ndOnjyZTZo04dq1a9msWTMmJCTwz3/+s91errKykg8++KAd+XAfnmRCypcfrJSn06dPc+DAgfbQrtWrV1eZIr5y5Uqmpqba33thYaG3JqTWBV5XlEaMXGJxwflwZHU1H7Xx49mzZ1laWsopU6a48GNERARXrFjBrKwsu1V7nz59PHKkswHy0UcfMTU11YUjrenm7k46d36srKy0az8aNWrEvn37cubMmS4cmZiYyBtvvNHmyMmTJ3Ps2LEuHPmb3/zG1mXR0dE8cuQIi4uLuWnTJrZo0YLDhw9nkyZNWFhYyB07dlThSEuXPvDAA3bBeU0DBt3nYf3hD38w3SDrGS6EHw8ePFifCsQ9wdv6q07iFWVKOrw5O3bsoBVOdlauVj7rkCFDOH36dMbExPDRRx9lZmYmP/roIyql2LdvX3bv3t1WsCkpKQwLC2NmZiajoqIYGxvLdu3aMTEx0e48YM2rIOuecvXyyy+zffv2Hlvtfvjhhy7KlaSLh+eZZ56xoycDBgywhxsVFhZy6dKl9PPzY3BwMJs0acL09HTecsstjI2N5ZAhQ3j99ddzxIgRHD9+vO0BKikp4fDhwxkVFcWdO3eydevWbNiwod2JKDAwkJ07d2ZxcTGTk5MZFhZmh40tBbt161b27NmTBQUFXL16tcvwJKuLx5YtW7hgwQITUr5M4ey5cZ6QeujQIVZWVnLu3LnMyMjg7t27SdKbE1LrAq8rSiNGLrFUQV05sq41H574MS0tjTk5ObzmmmsIgDfccIPd9dHS+8HBwZw3b57tpHPnyNDQULsVfZMmTfjWW2/ZrXbLysq4YcOGKgZIdfw4efJkAmDXrl25dOlS+vv7c82aNQwNDa3CkTfccAMHDBjAnJwcTpo0yebIU6dOccSIEYyMjGSLFi1sfjxw4ACHDh1KPz8/btmyhenp6czJyWFSUpILR65du5bZ2dk8fPgwf/nlF65cudLO5bc4MjIy0h4waD2EWvOwSkpKePz4cdMNsh7jfPmxnhSIe4K39VedxGvK1B2elKtzPuu6deu4d+9eRkdHc/To0UxJSeH06dOZmZlZbU5rhw4dGBQUxIiICLZq1YpdunQ555SrsWPHMigoiMnJydy0aZOtdBcsWMCuXbty2bJlLCoqcrkXdwU7bNgwNm7c2FberVq14rFjx1hZWckmTZowMTGR77zzDtPS0jht2jQuW7aMKSkpLiHlhQsX8uuvv+a8efMYEBDAzz77jCSZm5vLmJgYxsTEEACVUuzRoweLi4vZoUMHxsXFMTc3l1lZWfT39+ewYcNsBdumTRsePnzYLnh37nRFysAdy5N0ISFl0qRdeQOrV69mVlYWs7Ky+PDDD3P79u22Yhw7dix79eplP3DUswI4d3hdURoxcomlVtTGkeda89G5c2fOmDGDPj4+jI2N5d13383u3bszNTWVEydOtDMCrK5RZFWOXL16NTt37kw/Pz/OmDHDpS7SingcPXqUP//8s71GTfwYFRXF6dOn25Gadu3acfDgwczOznbhyHnz5rmkJc+fP58FBQUsLy/nvHnz6Ofnx61bt7rwo1KKISEhbNWqFYcMGcKbb76Zbdq0YU5Ojs2Rfn5+DA0NdWnMQtJjN0hSOLJly5b08fHh/PnzXb6vi9ENkjQcealwBfEj6X39VSepN8rUHZ7yWf/6179y8eLF9PX1ZXBwMFevXs3o6Ohac1rPN+UqIiKCq1evZrNmzaiUsiMbnnJaKyoq+PXXX/Oee+7hiBEjOGfOHFuhfvPNNzYxzJkzh4GBgdy8eTPPnDnDuLg4NmvWjMeOHeOSJUtcPDqNGjViv379OHPmTEZHRzM7O5sPPvgg8/PzSUrf8uPHj3PevHkMCQlhQECA3X7wjjvuYGZmJrOzs3n69Gnm5eUxOjqafn5+HDJkCHNzc5mZmcmEhARu3Lix2k5XkyZNckm7sjpd1TWkbNKuvA9rUqozBg0axKFDh3Lz5s0cMmRIfSuAc4fXFaURI5dYzhkXsy4yLS2NDz74IIuLizl79mwGBwcTAAcNGsTXX3+9Ro6cO3cuY2Nj6ePjw9dee82lLjI6Ovqc+HHdunV86623GBgYyI0bN7Jr164cNWqUbYAsWbLE7gQ5cOBAl7Tk7Oxsfvzxx1y6dCnz8/Nd+LFBgwb09/fnrl27mJuby/j4eLZp04bdunXjK6+8wpKSEm7evJnBwcH09fXl66+/zqysLCYkJNTYDfLhhx9mSEgIr732Wqalpblw5IV0gzRpV78ergB+JL2vv+ok9VaZOsM5n9WaxREQEGAr2LrktFYXUq4u5ers2bMcO3YslVIMCwuzu3h4ymkNDw/n/Pnz2aBBA7vlYOPGjdmjRw8+99xz3LBhA9u2bcuMjAxGREQwJSWFkZGRnDZtGhs0aMCAgABu3ryZJF08OlZIedWqVfbU1YyMDH7++efcs2cPV6xYwfLycj7yyCP09fVldHQ0O3bsyK5duzI0NNSlk0dFRQVvuOEG25A5fPgwt23bxrS0NPr6+nLGjBnMz8/n9u3bXTpdRUZGMiEhgYMHD7YNjy5durBhw4bcunUrn3rqqWpDyueSdlVdBMTg4sA95Pvee++xbdu2XL9+PY8cOeLNKeJ1gdcVpREjl1guCBejLvKaa67hv/71L0ZERLBjx46Mjo5mXFycR448e/YsS0pKOH78eBeOrK7V7rnw4/z589m5c2eGhoayYcOGfO6552wnHUk2btyYiYmJJGmnJfv7+7vwI0l+/fXXXL58uQs/pqamcvz48UxPT6dSym7OQtJuuxsaGsqEhAT+85//ZGZmZo3dICMjIxkZGcnWrVu7cOSFdIOsLu3KcOSlw2XOj6T39Ved5LJQpqRrOPnQoUMeFWxNOa3nknI1bNgwjh49mk2bNmVAQACffPJJkp5zWq1Wgj4+PgwJCbGH0Ozbt4+jRo1idHQ0O3XqxDlz5vCf//wnZ8yYwVatWjEwMJABAQF2p6y4uDju37+fXbt25ciRI21DqXXr1kxJSeGYMWM4YsQIAmBWVhZDQkKolOLixYu5dOlS5uXlce/evZw8eTKHDh3KrKwsNm7cuEpR3fLly+3Ixo8//sjrrruOSinGxsbyyJEjLCoqYqtWrZiSksJmzZrxkUce4dChQxkXF8e7776bjzzyCF966SWXTh5WTq97SLmuaVeffPJJlQjIsGHDTATkEuLEiRO888476e/vz/bt29e3Ajh3eF1RGjFyieWCcaF1kQA4atQojhw5skaOtAyQ7OxstmvXzqUYvLpWu5748be//S3btWvHbt26cfjw4Xz00Uc5duxYJicnMzExkQ0aNGBsbCz379/vwpHx8fF2VsCRI0cYFhbG1NRUmx/79OnDbdu22Rw5efJk5uXlsbCwkJMmTeKoUaM4duxYPvTQQ2zatClTU1M5adIkjhs3zoUjW7RowXXr1tndIC3P9r59+5iQkMDOnTu7cOTF6AZZXdqVpywBiyMNP158XGb8SHpff9VJvL6BC9q852GDB/Wk86MAxgM4BOAVAK0AHAawQ7+3qe5isRnAVAB5AJ4E8BiACgC/6NfztCwF8Ge9RprTHl7R16sEcBbAIAA+ADoCKNaDnX4BcBzAFgAfAVgNYKFe9xiAP0Am0B7X+54OoARATwDbAXwIYCgAXwDv6H3tAvCE3usUAG0BjACg9L6C9D0vAbBc77+jfi0dwCa95zMATgHYBmC/3r+116X682wFYJk+914AAQD8ASgAk/T5H+n7uVVfIxjAPABfAjii73M+ZAI9AYzS910B4CSAhfp9kQC66s/tSwBd9XFfb/97uxIFQCiAwQASnI4pb+/LiBEjFyaonR/7AUiCcOSbmgPeA/Cpfr8njnwJwGmtz3/Qr+8B8BfNOQsgHNlBr1EdP/oAmAmZuH4UwCcAfta88ymAlRCO3IqqHHlKvy8LQHt9T89D+HGl3lO+viePHKnPDUD1HJkBB0eWACgH8COAWH3uGQBdACzW1x+gX98H4HcAQvQ6CsDjer97UJUfN2uu+4d+73wAG/U9TIU8QxzXa7tz5A/6/V1h+PFS/R8y/HgxP09vb+Ci3oxDwd6plcQaAP+l/7N/BXmw/QqOaa+HAewAEAHgGQCfa8W1RSuHhQBC9BqntRLIBTAWgJ9Wmi/odVZpxXFMK7VvtCLtDOADrbxKtfLYClGumyAksFsrm+N6j9P0Hk5AHtb7AgjU95is91KpFdIciEIt1cdu0ecpaAWr//Z1+pwCIYr5MMQw2gkxBCwFSwD/T5+bB+AtAHv18XKIMu4E4GMIYSUC+A2A5wCU6c/uC71+BoBZ+l4q9f08rPcQDmCFPv5PvWeLDLrr+/oJQJT7PRgxYsSIkbpLNfw4AcAtWq+fhjygf1YDR/4I4G+ae/YAeFHz43Gt4wng97Xw4zDIg/oxAG9rfnwHwH+cA0du01zyPIRn2+t7DNDXI8T48fXEke78qN9bE0fu1deznHQnnK6Z78RvxwEUQQyZdM1rSRCH4fPV8OOd+j1/ceLIuXrtmQAO6L1/qI8pvacj+robAUQZfjRS38XrG7hkNyYP+uu1kjug/yNv1v9B1wD4k/7dMkCa6nP+oc+zDJAsrRh3QDxB38MR8Zis35MFoBdEaX+hj5UDeEfvpbtWgGshHozPAdwF8Rbt1tdbCfGELNPH/q0V60/Q1rVWNEGQqMfbWonO1HuzPE3O3pxiZwWr1wgF8KBWYBn62CAIkRRqJVgAIFe/tlT/vQJi6RdDPEz/1mt/A4dBEA4hjecA/DeA1vp4gl67HMCdbt/THXrPxwHM18daQRT81/q1r5zON0rViBEjRi5A3PixEOItLwWwrhaOpOYnywDZrnX3Z5BI/oE68uMJzXtL9OuVEKPjdTeO/D+I4bELwFwA1wN4VvPDGYjhNFDfk8WPX0CMmAoAtwFoDOFuAnhfH3/ImR+t9+ufnjhymNP1LCddLsQhuVN/foP1PZVCDKy9zhwJoIHevyd+fEPf52no6JB+7Sb9/ThnCTSHRP+/hWQllAD4H32+4Ucj9Va8voFLenPnnnK1VSuDzwD01uf9H+Rh21KwX+qfP0M8/In6Wn4QT34l5IF8FURpN9AK6pReJwEOj04v1D2kPA3AREgY9jDEoJij3/+Tvm4FJF2rAuIxyYOkiVlGSCeIN2QfxHC6E0A7iJJeC1HIb8NhgCyEGECbIOSh9PpnIMr6RoiC3a8VaipEyRZCyGeXVphzIcbTer2nW/VaIfp+9kMI6CCqpl0th3iFXoaDEIxSNWLEiJELELjyYzQcRkhNHPk9xKPvbIBswrnzYyrE2FgDSQnapTlwCRwc+RHEmNmH2tOSq+PHEv0eQiIzFfpnJcQ42qCPTdH79MSR7SFRm3KIYfEyXDnyM0gkI0jf18+Q9LE1ECPkM81x2ajKj4MgaVqL9Hs8pV39S9/Lcf3dfKzXqwTwiF7rsP4+lOFHI/VVvL6BX/Vma0+5+lkrhZpyWi3vTKU+z8qr9IOEma181WVaQT0CCVOfAPB3iAHi7NF5EzWHlLdoxXdcX28bHF6XMIjCPQoJzVoK9ketYN+Ea0i5GBJmnqwV2SE4vEeHIIr4Z32NzyBGwlnovFZ9zWX69b1a6fXQ534P8Zb9F0Rpt4eQVznEO3MEEil5B1XDykMhhoWlRI8AeFhf77d6T99CR0D0caNUjRgxYuQiSh048rCW6uoiPfKjfv13Tvw4T/NlOaRGsRAS3bCcdFZWwCo4DBBPacmfQqIhh/V1vwUwVl+vgebHw5AHfz84nHRW+td/OvHj7zWXeuLIHzXHWZEIjxwJSSNbq48fgtRbpOr9lgP4H82NnfS9HoQYDPv1fR3W6xXANe2qtRtHnoTUkIQDeFW/50Wnz9rwo5F6J17fgNdu3HPK1QbUnNPaQiuHvwO4W/8nPwhgOIBH9c+Weo0DTkrtKMSrXw5JgeoIV49OdSFlq9jsOBxGwSZI4baPVl6VAFL0PTkr2FfhCCkHQFKgCOB3+tyWWmn9rJXhYr3nXADvQiIsm+Ewcl7Wezul958Bh+emn/5cKgH01usn6Ne+hHiF5kI8U6WQ4vu5EGMiSZ+frc+vADBHH7M8PF8AeAC6qM7pOxwFwM/b/5aMGDFi5EqTGjiyurrI6vixMyTi8L8A+jjxY5F+nZrrrLQriyNPAVih91JdWvJy/Z69kGyEQ5AIwL1O/JjmdE8WR1qGRQXEEHpYn/sLAH99biu9hyI3jlwL4epVED62OHIJxCF3CsBIJ35sqj+TSkg2QqRePwHyjHBM82F7SHSlDJL6NQ1AO6e9V8eRf9LcuN/wo5H6LH64SkFyq1JqGCQVKBRAE4jSeRyiKIsguZ+dIYrgcYjiDYDUNyxUSp2AKJm3IF2b5kOU2Wf6WB4klWs8gDYQBfcUgOsg4dfvADSCKJDdei+/AHgaotwmwlG4lglR2D0A3A95WD8OYByAXUopH0iHrVQAaXq9PZBCtZshXqsjABYopSogivc4xLuUDkmTmgnJXW2m7z9Evz8DEjI/DeA3JHcBgFLqDn3P6yBKshLAMqVUF30PMRDF+zuIx6xYf36/1df5q15HQTw4DfXn9ohSagJEGbeCRH6+hXjcZsjpKIeQWnOI98nAwMDA4CKhBo4cD+GSNMiDfwfUzI//AyAF4u0/A6nBGAfht80Q3f8gJBpvceT1ED4JVUpZXFUM4aCnIfWP/fV6eyAP+Wsg3PgkgNkQp9x8AL6aH4GqHFmk97NFv94IwB1KqechTrZDAO6BGARn9L08DOHsUxCHWD6kW2O43l8WyV1KqUKIc+1HiIF2Wq/3lVKqD8Rw84cYI7+DOOTi9LE+kKjOPqVUAMkyiNHWEJ45cgSExw0/GtRfeNviqU+CuuW0DnI6vwXkP3w5xPNzGsBrEAOhElIP4hzxKIKjeG0Jag4pZ+nzVqP6nNYTEG/Of0OMkQKIgdBZ78854jEL8sC+SP/cr9fvAVGWZQCGwBEK/hCi2A/p+7cK2e8A0Eav79zJo4O+fpVOHhDD5ZDe92BIVKW6blfh+nN/ABLWToKjdiMSovwr9TW7ePvfjBEjRoxcLYLa6yKd+TFa6/xySAOQ30OMhtf0ubVx5FrUnpb8L8gDuJWW3AFV6z6+hPDzGoiBM85pj1Za8mGIsXIWYhx8qtffC3G2WRx5HJIBYLVtPwBJRf4KEon/N8S51toDP+6AazfIM3q99noP+XA0Z7E4chSkPiQGYgwl6ft34Uh9L4YfjdRr8foG6rug+laCaZDiuBMQb0sxJAxarv+z79THFur394F07rgFEgquKaR8r17/KKRrVnU5revgCCl/DUd+qceQslZ+P+q9ndSKNUu/thuisD9GVQOkCOIB+ove9+sArtUKrxSOWRnDIUZXiZOCtbpdfQzgM/17KqrpdgUpeqs2DAwx1E7AqZOHESNGjBj59aUWfnxCc8fr+rWFEK+7VYMw14kj+0BSg8ZBZlpYHFldWnIKJM14hb5mL71uLiQ7wFPdR54bP3pKS16tue8IHE46iyMPAtinf7c48r/0ngohadXz9L7fgLQELoXUWvhADInv4egG2QHCxe/oPX8BYJJePxWO9vcWPzbRrxl+NHJZitc3cDkJqrYS/BpAd/3aCEgupqUg34LUT3jy6CTCYYBMhYSQK7WC/hMkXPt3iHFQXU6r5eH5QCvezyAdoRL19b7Wx9LhGLTUCZJDSkha10pIfUULreyWawUYAVcDZIhW1s9DZpDkQTxFj8LRi9wX4okq15/Py04K1up29RdIKpkPhCSsbldj9Hrf6v36elKqEG/OYegIjhEjRowYqR9SDT92hjjMLH78t+a3Mki60W2QB+szbvzYVnPhJEjqrVVo/pwTPxZCnFzlmjvtuki9H/e6j88gBs9LkHa+f4YYBRbn+ECK4al5MsGNI7+DcHIExDFmceQuJ34MgdRe7IFEQEY7fT4NIdERAnhbH7M40hqeaA0kbACJrpRCDJ0vIFkJzSARoQAPn7/hRyP1Wq7aGo7zAavmtBaR/EXXIKyB5LN2gYQ1H4eEdOdAIiHFkAf0+yGh0UEQxXUColh/hjywl0C8K9dDDJIT8JzTegqi8Kw+4JGQB/etkLqJgxAl3hHicQmEGD2bIIr0/yD5sqmQSEQlRLEP0cdO6b1EQkK6f4KkbX0EGT4YqM95QinVFmLMfAcpbMuA5LlmQhT3RIihkQ6gjGSlUuoUxGvTAEIWkyFeoc2QEPGPSik/kuVOX0EugPUk99f6ZRkYGBgY/GqoiR9JrlJK3Q7hx99AHuD/CnnA/gpAN8jD8hQIP94A4Z75kCnj6yA8GgKJVlj8+BOAP0KiJYchxduNaqj76Kd/n6z38CjJPKVUjP77NMRxN0Wv5cyRvpD6imT9mrU2IQMQn4Pw4xOQYu4fAPRUSv0NQDyEI9+DZAtMUUpt0+v8DOHMnSQr5ONimVLK6rx1Vr//IMSI2wWgn1Kq0vCjweUEKzfe4AKglPKFGAUzIC1rtymlRkHCpEcgD/gVEIX3DaRIrRiiQO+DzL6wFOxKiBckAlJIpyCKLhqirK6DGC4NAIyGGDkhkNDweogCszqDKH09y/N0G8QICoHk0w6CKMZIiHfnQUiBeTuI1+gP+r56kfxMKbUHYoTshuS+DoR4iSbpdX5LcolSqiMk5eoaCPk0geS0HoB4fYIgg5SyIAr8zxASKoF4wEL153hUKRUM6VP+I6VwzsDAwMDgMoEbP6ZDHqwrnTjyLIQnyiDOrX4QY+EAxJv/F4iDbBWEq96BRBSmQjjuOIQjwiBOqzEQI6QBpBh7E8QJ1wlS87FNv6cbJOoyBsKt6wFMJ1molIqCZ44shBgmr0EMk8cgNZS9IAZUKaQW41sIt1dC6jCW6XV+q9+bDRk+eETfd6F+7RBq5khC+L2j4UeDyw7eDrFcCQIxCG4FkK7/tgy5DyBel2tQfUh5GkThfg3prnEuOa0ZcNR9PAFRcrkQA6MDRJkREo4tghS3xeu9xeh9NYQYRE9DDIl9+hqeQsrbIcXkQ/U9H3Ja/wlUP8E1CNJJYwkkbWspHH3L3QvrnNvtxkI8XB8DCPH292zEiBEjRs5N3PlRH3PnyE6oOS05H5IaNdWJI8fCMdE8HnVrR29xZAbE0CDE+FjvzJGaH1tAukY1hKR5PQ0xDNwnnFscuUvfzwg45l8RkjL1ZnUcCUcaVXUcGeTEkSMMPxq5XMXrG7hSxFKg+ndfOIrRUj0o12sgHpdiSNeot+AoPJsGDzmt+v19IPM13oYjpzUTkopl9RDPcdrHXH38S0hHkYNaofbT66+FZwOkl1bAxyAenAKtlI8C6KvPD4KEmfdqJTpVn1sJMUCsXNspEC9UWwAjrM/H6XOyCs8znPadDkcnj1MAMr39/RoxYsSIkfMTZ37Uf1fhSH3M4sgZcBgWMzSXHIR0dBoOR3OSutR9/AmOuo99FkdCDJCfNP987MSRG/XaNj/q8y2O7A2JxByD8PVsiMFRAeBGp/PDIAYQIalZvk4cuRUOA2SKMz9an4/T5+TCkYYfjVyu4vUNXImCqhEPd+Xqo4+PgiPqUQ4xAl6EoyXfIa1YF2pl6Nxu9x44Ol3tgRgEzkZIrFa0B+GYIt5P/14MCSsXoXoDJAqOqMd+vf5JrWAn6OschszIsPqSP+ykCFdCDCHruLNHx9k4mwxdeO50zCXq4e3v04gRI0aMXDyphSPT9DGLHwud+HGh5tBv9bkf49zb0WdCZmzNgxggd0HqKP4GcQSWaa47BkfEo5MzR7rx4x7Np1/AYYQ4c+QSOIbwJkMKzysh6V7WlPNSuGYFVMuRhh+NXK7i9Q1cqYKqEY+6hJQtBXtIKyFLwZ2GRC9+ADAdtYeUiyApWj9AQscdtELNhYRjrTSoPvBsgNSWdrUHYlhYHhc/rThLIAVxlXBMcH0cjrDyk06KN7Kaz81j1MOIESNGjFw5UhNHVsOP7mnJr+H829Hb/KivY3HkZohBQM2V1kyq/XBLTXbjxwhUNUI2af515kfLmbhQ38NMSKYA9XusiIePJ440/Gjkchavb+BqEdQhpKyPe1KwRVoh/Usr0eGoOaQ8DtLFI85p3TR97hFI5MGTAXIuaVcRbvcTCscApQy4GiCEI+1qDhwREP9qPqsqUQ8jRowYMXLlCs4tLTlT/32+7egnA4hzvq4TRx6HRDp+hgzqK9NrT4YYJlbalQs/6jU8ciRch/CmwmGElELSuiwn3Wr98wOIYVGFIw0/GrlcxesbuFoFtadduee03g+H56YuIeVEp2uFQHJIT0KHYOFqgPwBjpDyuaRdWYV1ngYoOSvYoXAYIFbKVQWA25z26NGjY8SIESNGri6pjR/1sZoyOx1HAAAHeElEQVTqPqyJ2yc1v3k0QPQ6fpA0JXeO7AyHAXICjshGX0hE5ZgTb1ZJu9JrxECyA1z4Ub9mceRRuDrpvoUYOH90Otfwo5HLXry+gatZUHNI2VNO6/mElNvC0Y73Gr2OJwPkXNOuejsp167QA5T0WrUZINacDtvogISiPXp0jBgxYsTI1SU18aPTserqPpy7QbpPOLcMEKsb5KOaW3dCohPKnSOd+PFdyKyNSn2djag+7criyI8gRezOe6+NIxcYfjRypYnXN2DE6cs4t5zWmkLKU1DVo7MI1Rsg55p2dUifs8FJubbWa8RAivJqM0A85bWmefs7MGLEiBEj9U/gOS35fNvRT0HVbpBW5MSFIyEGiHLjxylwGCEbUDXtyuLI9Zoj34Nru934mjjS8KORK1G8vgEjNXw5NeS0Wq+jbiFlq0tUFQPEaf1zSbuarRVhASTVy6r76ANH1KO109ouytXpuEteq7c/byNGjBgxcvlITRxZjQFitaOvrhtkbzhSk22OdOdHp7WrS7u6AzJfaweqabcLINhp71U40vCjkStN/GBQb0GSbod2AehMcrv+2wcywfU/4Jhw/gMcE84JyU2NhUxNfRaibOdCwrMVSqmnIEOH7oPM3+hLMl8pFQJHpCRbH1sO8eb4AfgKMvn0BkiR+puQcLM12fw5pdTtJL8n+YNSaibJM9aNKKV8APwnhBjSSO64GJ+ZgYGBgcHVgZo4Uinlq/ntP+CYcP6FUkrBMeGckIYn6yHRiTEQo+Au6DkZSqkVEI5z5kelOfIWCEd209ffADFUSiAOwWYA7oUYIG9AisS7QwyeqUqpn0hWunOk4UeDKxHG4LhMQLJCKbWkBgW7TSmlSK5QSt0GoAvEIGgO6QPuboDMgHS0igAwSP/8XwCHlFJtUdUA8dM/+0OMjaOQfNkX9Fr/hqRSlUHa9b4JYK1Sah7JZc7GhkYzAMF670aZGhgYGBicN6rhSBcnnQeOTIOkUC2BRChiIK1xcyFtc1+HpG0FQPOjXrcNnDgS0grXF4AzP2ZCDI8NABrp9zYD8Ll+7X8BfKyU2kryfTeONPxocMVBVX1+NbicoBUo9e++kIjHDIhHZwdJKqU+gCjXAZD80b8C+AtkSvgzEA/Nk5BUqbfhaoDMgyjbmyD1IXcAuBlAljZA0iAK9hjEgJkGqflQep0NACaS/F7v0Ydkpf492IMhYmBgYGBgcMFw5kf9dxWOhGQKvAfhyCcg6cN/gUQhciFOu08gzVGWAlgOaeseCVeOnAjpSDUcQBaA3Zp/LY48CYmIvAAgH+IQDABwLclP9P4MPxpcsTARjsscFxhSrkvaVSgkbSoS4gnqjJrTrtbA4eEZDSnQW6SUmgqpAblVKfVvDx4dAwMDAwODiwYP/Ai4cSSqpiXvhUQ8boDUVrwOIAfiPPOUduXMkUcA3GRlBej1LY7spo/vA/AlJKJyGsCDhh8NrgYYg+MKwnmGlGtKu7ofErUohBgo0yB5qNWlXQXCoVx76mP5EEX9AkTBjgbQ/tJ9CgYGBgYGBlVRC0daacmrlFK3Q/ixG8nPlVIj4Dnt6hCkGcu3kGyBhwBcr5Q6CSlA36Z/9gWwW3OkVffRXV9/Aww/GlwFMClVVzjqElKuIe3qVYjXZiSA7yC9wJ+Ch7QrkvuVUtdAT3G1IiluIeWjAPqT3Hrp79zAwMDAwKBm1JSWrKMgCtWnXb0AiYB0hDjlvoS02FUQx918AC87OfxsjgTwpeFHg6sJJsJxhaMuIeU6pF0BQFOIUp0DR93HHyB1HxVKqddI/ksp1ZPkUevanqIel+xmDQwMDAwMzgHn2Q3SSruyHHQPQAYIAmI8dIO0s50CwE8p9TSAcs2tNkcafjS4mmAiHFchPHh0JgHYQjLP+XWnqEcvAMlwGCAJkCFKL0Gmsz4P4HsAN5Dc43Ytl6jHpb87AwMDAwOD80M1WQGToDnSAz/2JrlDKTUKjna7UZCOjeshKVV7IDUaw93awxt+NLhqYAwOg/NNu7LqPg5DDJCzEMX5BMlvdR/xOJLfK6UiLY+OgYGBgYHB5YS6pF15cNJZ7XZLIHUfywHcZ/jR4GqFSakyOJ+0qx06NGwV1qUDaAep+6BS6k8AbgfQSik1zihTAwMDA4PLFXVJu3LjyF2Q2RyfQzjyHgCPQxqu/AmGHw2uQhiDw6AKaut25cEAySe5UylFuOa1ZprWfgYGBgYGVwqq4Ueg9na738Hwo8FVDJNSZVAnnE/dB8md3tqvgYGBgYHBr4WaONLwo4GBMTgMzhO11X04hZoNDAwMDAyuKtRW9+HNvRkYeAM+3t6AweWJ2uo+fu39GBgYGBgY1BfUoe7DwOCqgolwGFw0uEc9DAwMDAwMDAw/GhgYg8PAwMDAwMDAwMDA4JLBpFQZGBgYGBgYGBgYGFwyGIPDwMDAwMDAwMDAwOCSwRgcBgYGBgYGBgYGBgaXDMbgMDAwMDAwMDAwMDC4ZDAGh4GBgYGBgYGBgYHBJYMxOAwMDAwMDAwMDAwMLhmMwWFgYGBgYGBgYGBgcMnw/wENiBrlVVF4QgAAAABJRU5ErkJggg==\n",
            "text/plain": "<Figure size 1080x360 with 2 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 57,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "And also the error mitigated density matrix,..."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "visualization.plot_state_city(tomo_em.fit(),\"city\")"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 58,
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 1080x360 with 2 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 58,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "The actual density matrices can be obtained using the `fit()` method. Once we have the density matrix, we can compute the fidelity, which is nothing but half the sum of the four corners of the density matrix; the following method helps us: "
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from qiskit.ignis.verification.entanglement.analysis import rho_to_fidelity"
      ],
      "outputs": [],
      "execution_count": 59,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "rho, rho_em = tomo.fit() , tomo_em.fit()"
      ],
      "outputs": [],
      "execution_count": 60,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "F = rho_to_fidelity(rho)\n",
        "F_em = rho_to_fidelity(rho_em)"
      ],
      "outputs": [],
      "execution_count": 61,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Raw fidelity: \",F)\n",
        "print(\"Error mitigated fidelity: \",F_em)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Raw fidelity:  0.41135180830901596\n",
            "Error mitigated fidelity:  0.6561026077224106\n"
          ]
        }
      ],
      "execution_count": 62,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "As we see, the raw fidelity is much lower than what is achieved with either MQC or Parity Oscillations, but the error mitigated result is about the same.\n",
        "\n",
        "**A note on tomography**\n",
        "\n",
        "Do not perform quantum tomography with >5 qubits"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Conclusion\n",
        "\n",
        "In conclusion, we see that without error mitigation, MQC is the superior method for characterizing the GHZ state. However, with error mitigation, all methods can, at least for a small number of qubits, achieve a much greater fidelity, and all near the same value. To get more accurate results, aside from using a real device, it is worth increasing the number of shots four to eight-fold. It may be worth comparing how the parallelized circuits used in this notebook perform fidelity-wise versus linearized circuits."
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## External collaborators\n",
        "\n",
        "Rohith Karur\n"
      ],
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          "transient": {
            "deleting": false
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    },
    {
      "cell_type": "code",
      "source": [
        "import qiskit.tools.jupyter\n",
        "%qiskit_version_table\n",
        "%qiskit_copyright"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": "<h3>Version Information</h3><table><tr><th>Qiskit Software</th><th>Version</th></tr><tr><td>Qiskit</td><td>0.19.6</td></tr><tr><td>Terra</td><td>0.14.2</td></tr><tr><td>Aer</td><td>0.5.2</td></tr><tr><td>Ignis</td><td>0.3.3</td></tr><tr><td>Aqua</td><td>0.7.3</td></tr><tr><td>IBM Q Provider</td><td>0.7.2</td></tr><tr><th>System information</th></tr><tr><td>Python</td><td>3.7.6 (default, Jan  8 2020, 20:23:39) [MSC v.1916 64 bit (AMD64)]</td></tr><tr><td>OS</td><td>Windows</td></tr><tr><td>CPUs</td><td>8</td></tr><tr><td>Memory (Gb)</td><td>31.853038787841797</td></tr><tr><td colspan='2'>Tue Aug 11 16:57:06 2020 Jerusalem Summer Time</td></tr></table>",
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        {
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          "data": {
            "text/html": "<div style='width: 100%; background-color:#d5d9e0;padding-left: 10px; padding-bottom: 10px; padding-right: 10px; padding-top: 5px'><h3>This code is a part of Qiskit</h3><p>&copy; Copyright IBM 2017, 2020.</p><p>This code is licensed under the Apache License, Version 2.0. You may<br>obtain a copy of this license in the LICENSE.txt file in the root directory<br> of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.<p>Any modifications or derivative works of this code must retain this<br>copyright notice, and modified files need to carry a notice indicating<br>that they have been altered from the originals.</p></div>",
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          },
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      ],
      "execution_count": 63,
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